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
Temple floor eaters
Temple floor eaters
Appears to be a derogatory joke or slur using ethnic/cultural stereotyping, combining satire with identity-based framing.
oliverpotfaj731
Jan 27, 2026
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
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
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
whodathunkit?
whodathunkit?
Cryptic, sarcastic one-liner expressing mock surprise, likely commentary on the video's content.
Humor / Satire
0.60
carr0302
Jan 29, 2026
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
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
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
diarrhea combo
diarrhea combo
Crude joke/insult using scatological humor, likely mocking or denigrating a group discussed in the video.
Humor / Satire
0.60
rptopmbv
Sep 22, 2025
Stupid trump
Stupid trump
Simple insult that could be genuine criticism or joking; minimal context suggests casual dismissal rather than substantive critique.
Humor / Satire
0.60
@noknok7219
Mar 4, 2025
Zombies!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Zombies!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Uses dehumanizing language with excessive punctuation in apparent sarcastic or inflammatory commentary on immigrants.
Humor / Satire
0.55
diannahaw7264
Nov 21, 2025
Who could that girly twerp blister?
Who could that girly twerp blister?
Cryptic insult using wordplay ('girly twerp blister') appears to be sarcastic mockery of a political figure.
@Johnthelogger
Mar 4, 2025
Nop problem, is it time to build Canada ?? ? ?? Cuba new paradise
Nop problem, is it time to build Canada ?? ? ?? Cuba new paradise
Cryptic, fragmented comment with apparent sarcasm about building Canada and Cuba reference; unclear intent but tone suggests ironic commentary.
@anuelcan-ny7zc
Mar 4, 2025
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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)