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 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
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
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
Bike guy is ????😂😢😂😅😅 so loveable ha ha... R
Bike guy is ????😂😢😂😅😅 so loveable ha ha... R
Casual, affectionate commentary with multiple emojis and laughter indicators expressing amusement about a person featured in the video.
Humor / Satire
0.95
ChristopherSpencer-f4b
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
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 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
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
I love the bike guy, he just kept it real😂
I love the bike guy, he just kept it real😂
The comment uses laughing emoji and casual language ('kept it real') to express appreciation for someone's candid remarks in a humorous tone.
Humor / Satire
0.95
tacobabyman1215
Feb 3, 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
The Stable Genius strikes again.
The Stable Genius strikes again.
Sarcastic reference to Trump's self-description ('Stable Genius') used mockingly to criticize his actions.
Humor / Satire
0.95
@dlj1285
Mar 4, 2025
😂😂😂😂 4:04 😂😂😂
😂😂😂😂 4:04 😂😂😂
Laughing emojis with a timestamp reference indicate amusement at a specific moment in the video.
Humor / Satire
0.95
D45456
Jan 27, 2026
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
I just farted.
I just farted.
Off-topic joke with no relevance to immigration or policy discussion.
Humor / Satire
0.95
@AlenDelon-x6i
Mar 4, 2025
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
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
Reference to South Park catchphrase used as humorous commentary, not substantive political engagement.
Humor / Satire
0.95
@DylanFraser-z2v
Mar 4, 2025
8:16 this guys kills me 😂😭
8:16 this guys kills me 😂😭
Commenter finds a specific moment in the video amusing, using laughing emojis to indicate humor.
Humor / Satire
0.93
carlbd
Jan 28, 2026
Press x to shit on Maple Leaf
Press x to shit on Maple Leaf
Internet meme reference ('press x') used sarcastically to mock Canada, pure comedic commentary.
Humor / Satire
0.93
TheKookaking
Jan 29, 2026
i like the guy on the bike lol
i like the guy on the bike lol
Casual expression of amusement toward a video subject, using informal tone and laughter indicator.
Humor / Satire
0.93
serupsippa
Jan 28, 2026
2:22 fruedian slip 😂😂😂
2:22 fruedian slip 😂😂😂
Commenter jokes about a Freudian slip at a specific timestamp in the video, using humor to comment on the video content itself.
Humor / Satire
0.92
oldmanyoung7892
Feb 24, 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)