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
Nice hand jesters been watching newsom?
Nice hand jesters been watching newsom?
Sarcastic reference to hand gestures and a political figure, likely mocking the speaker's mannerisms.
@k.k.marriott5901
Mar 4, 2025
Donald Musk did Nasi this coming.
Donald Musk did Nasi this coming.
Cryptic wordplay or satirical comment mixing names (Donald, Musk, Trudeau) in a joking manner, though meaning is unclear.
Humor / Satire
0.65
@edism
Mar 4, 2025
This is big some thing you all do not have in donald duck trump wack wack you cant even eat this peace shit.
This is big some thing you all do not have in donald duck trump wack wack you cant even eat this peace shit.
Incoherent satirical jab at Trump using wordplay ('donald duck trump wack wack') and absurdist humor about eating.
Humor / Satire
0.65
@kennethkult7681
Mar 4, 2025
Saar fatigue
Saar fatigue
Brief, cryptic phrase ('Saar fatigue') appears to be sarcastic commentary or inside joke, likely mocking immigration discourse.
Humor / Satire
0.65
ajdirusso7378
Jan 27, 2026
F you Canada, tastes good huh?
F you Canada, tastes good huh?
Cryptic, sarcastic comment with unclear reference but tone suggests ironic commentary rather than literal sentiment.
Humor / Satire
0.65
trevor5672
Jan 27, 2026
Don't eat cow's poo 💩
Don't eat cow's poo 💩
Cryptic joke or insult using crude humor, likely mocking cultural practices, though meaning is unclear.
Humor / Satire
0.60
tbwnayeem04
Jan 27, 2026
Trump is nothing but TRAP???
Trump is nothing but TRAP???
The comment uses cryptic language and question marks in a way that suggests sarcasm or ironic commentary about Trump, though the meaning is ambiguous.
Humor / Satire
0.60
@ExploringMom
Mar 4, 2025
Goddamn Trump
Goddamn Trump
Brief expletive-laden comment expressing disapproval, likely sarcastic or emotional venting.
Humor / Satire
0.60
@MarkandSandieInMotion
Mar 4, 2025
😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱🤖
😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱😱🤖
Uses repeated emoji and robot emoji in apparent ironic or mocking commentary on the video topic.
Humor / Satire
0.60
kristabelllee1968
Nov 21, 2025
Below down syndrome?😂
Below down syndrome?😂
Appears to be an offensive joke or sarcastic jab, though the reference is unclear without full context.
Humor / Satire
0.60
babyfacejerkoff
Jan 27, 2026
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Makes a vague, sarcastic comparison between Canada and England with crude humor, though the specific critique is unclear.
MatthewRowlinson-v1e
Jan 27, 2026
Free free Canada
Free free Canada
Cryptic phrase that appears to be sarcastic or ironic commentary, though meaning is unclear.
Humor / Satire
0.60
coolhandluke2310
Nov 16, 2025
PLEASE TO BE SHITTING
PLEASE TO BE SHITTING
Crude, absurdist statement likely intended as shock humor or trolling rather than serious commentary.
Humor / Satire
0.60
RAPEDBYBLACKS
Feb 10, 2026
Trump very scared.?
Trump very scared.?
Brief, cryptic statement about Trump's fear appears to be sarcastic or ironic commentary on US politics.
Humor / Satire
0.60
@dosycinstalacji
Mar 4, 2025
WE NEED ICE!!!!!!!!!!!
WE NEED ICE!!!!!!!!!!!
All-caps repetition of 'ICE' (likely referring to immigration enforcement) appears to be emphatic sarcasm or absurdist humor.
Humor / Satire
0.60
Post_truth_Era
Feb 18, 2026
Omg ?WTFFFFFF
Omg ?WTFFFFFF
Expresses shock or disbelief through exaggerated punctuation and acronyms, likely sarcastic or humorous in tone.
Humor / Satire
0.60
@robertacaselton1222
Mar 4, 2025
?? elbows up ????. Their maybe slot of tit for tat going on!
?? elbows up ????. Their maybe slot of tit for tat going on!
Cryptic comment with emojis and vague reference to 'tit for tat,' appearing to use humor or sarcasm about diplomatic exchanges.
@nancymacmillan2801
Mar 4, 2025
Haa-noo-mun
Haa-noo-mun
Appears to be a nonsensical or mocking comment, likely satirical or spam-like in nature.
Humor / Satire
0.60
swathi6056
Feb 24, 2026
WTF NO ONCE EAT SHIT HERE
WTF NO ONCE EAT SHIT HERE
Cryptic, aggressive expression that appears to be sarcastic or dismissive commentary, though intent is ambiguous.
Humor / Satire
0.60
AjaySingh-ev8oy
Feb 18, 2026
Smells like shit and bo
Smells like shit and bo
Brief derogatory comment that could be crude humor or offensive stereotype; classified as satire due to brevity and ambiguity.
Humor / Satire
0.60
zybon777
Oct 5, 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)