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
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
The comment makes a joking reference to a movie character, using humor to comment on someone's appearance.
Humor / Satire
0.95
mjdf122
Jan 27, 2026
This makes me hungry for Indian food.
This makes me hungry for Indian food.
Off-topic lighthearted comment about food, using humor to deflect from the video's serious content.
Humor / Satire
0.95
Lukenful
Jan 28, 2026
It's the poop eating for me 🤣🤣
It's the poop eating for me 🤣🤣
The comment uses laughing emojis and references an absurd claim as a joke, employing sarcasm about the video's content.
Humor / Satire
0.95
Culturedmassage
Jan 27, 2026
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
The comment uses laughter and casual sarcasm to mock a statement from the video, employing humor rather than substantive argument.
Humor / Satire
0.95
RawAgenda
Jan 27, 2026
1:51 why she look like Charlie Kirk 😭
1:51 why she look like Charlie Kirk 😭
A joking comparison between a person in the video and a public figure, using laughing emoji to signal comedic intent.
Humor / Satire
0.95
SoccerPatten
Jan 27, 2026
Hahahahahahahahahahaha.
Hahahahahahahahahahaha.
Laughter response indicating amusement or mockery, likely reacting to the video content.
Humor / Satire
0.95
@Mountainfarm201
Mar 4, 2025
What I really found out from this video today that India and Punjab are 2 different countries......😂
What I really found out from this video today that India and Punjab are 2 different countries......😂
Uses sarcasm and a laughing emoji to mock the video's apparent conflation of India and Punjab as separate countries.
Humor / Satire
0.95
Vish4891
Feb 25, 2026
The cashier girl was waffling the whole time 😂
The cashier girl was waffling the whole time 😂
Humorous observation about a cashier's behavior in the video using slang ('waffling') with laughing emoji.
Humor / Satire
0.95
Bunnyfx.7
Jan 27, 2026
*How to Lose All Your Allies Speedrun. (Any %)*
*How to Lose All Your Allies Speedrun. (Any %)*
Meme-style joke using gaming speedrun format to satirize the US losing its international allies.
Humor / Satire
0.95
@johnthomassena4473
Mar 5, 2025
Watching you shiver the whole time while the guy is in sandals is hilarious.
Watching you shiver the whole time while the guy is in sandals is hilarious.
The comment makes a lighthearted joke about the contrast between the commenter shivering and someone else wearing sandals.
Humor / Satire
0.95
hollyhanna2963
Jan 27, 2026
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
The commenter is laughing at what they perceive as funny content in the video, using emojis to express amusement at the comedic elements.
Humor / Satire
0.95
Gemmalivesintheforest
Feb 4, 2026
Buddy on cycle 😂😂
Buddy on cycle 😂😂
Brief humorous reaction to someone on a bicycle in the video, using laughter emojis.
Humor / Satire
0.95
Afjncs
Feb 16, 2026
4:52 trying to hold back laughter lol
4:52 trying to hold back laughter lol
The commenter is reacting with amusement to something in the video, using casual humor language.
Humor / Satire
0.95
Stuka01210
Jan 28, 2026
Dude on the bike is hilarious
Dude on the bike is hilarious
Brief comment expressing amusement at a person featured in the video using casual humor.
Humor / Satire
0.95
arfam2680
Jan 28, 2026
Bahahaha Bahahaha Bahahaha.
Bahahaha Bahahaha Bahahaha.
Pure laughter/amusement with no substantive content, expressing humor through repetition.
Humor / Satire
0.95
@sheilamorris-mf8pv
Mar 4, 2025
They are so nice wtf 😂
They are so nice wtf 😂
Casual, lighthearted expression of surprise using emoji and colloquial language ('wtf') in a joking tone.
Humor / Satire
0.95
swervo9033
Jan 27, 2026
Hilariousssss!!!
Hilariousssss!!!
Single-word expression of amusement with exaggerated spelling, indicating humor or entertainment response to the video.
Humor / Satire
0.95
YojanselArt
Feb 7, 2026
Dude it's punjab not pooonjab😂😂
Dude it's punjab not pooonjab😂😂
Humorous correction of pronunciation with laughing emojis, mocking tone about how a word is said.
Humor / Satire
0.95
farazdanish7612
Jan 28, 2026
😂😂😂😂what a joke
😂😂😂😂what a joke
Dismissive laughter and 'what a joke' is sarcastic commentary on the video content.
Humor / Satire
0.95
Jerry-l7c3r
Jan 12, 2026
14:38 omg, this killed me 😂😂😂
14:38 omg, this killed me 😂😂😂
Brief comment indicating amusement at a specific moment in the video, using laughter emojis.
Humor / Satire
0.95
YourHealingSoulStudio
Jan 29, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)