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
😂😂😂😂 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
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
I farted at the border
I farted at the border
Absurdist joke unrelated to the serious policy discussion, using crude humor for comedic effect.
Humor / Satire
0.95
erich84502ify
Dec 8, 2025
the guy on the bike 😂
the guy on the bike 😂
A brief, lighthearted comment with an emoji reacting to a specific moment in the video.
Humor / Satire
0.95
kDallas_
Feb 6, 2026
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
Zooming into the man’s flip flops got me 😂
Zooming into the man’s flip flops got me 😂
Comment finds humor in a specific video detail (flip flops), using laughter emoji to indicate comedic intent.
Humor / Satire
0.95
LITMYSTIC
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
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
Brampton ❌️ BeReHemTON😂😂
Brampton ❌️ BeReHemTON😂😂
Uses joking wordplay ('BeReHemTON') with laughing emojis to mock Brampton, employing satire rather than serious critique.
Humor / Satire
0.95
GarvDutta-p4h
Sep 19, 2025
Looks like South Park is coming true\n‘I’m not your guy buddy!!!’ \n‘I’m not your buddy guy!!!’
Looks like South Park is coming true\n‘I’m not your guy buddy!!!’ \n‘I’m not your buddy guy!!!’
Uses South Park reference and iconic dialogue to make ironic commentary about Canadian-US relations.
Humor / Satire
0.95
@tomorrowwestport2620
Mar 5, 2025
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
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
Who knew it was Brampton before clicking LMAO
Who knew it was Brampton before clicking LMAO
The comment uses humor and surprise (LMAO) about the location being Brampton, suggesting ironic commentary about the video's subject matter.
Humor / Satire
0.95
antoniocoffa1144
Sep 27, 2025
The tuk tuk on the highway made me laugh the frick out loud lmao
The tuk tuk on the highway made me laugh the frick out loud lmao
Comment expresses amusement at a specific video element (tuk tuk on highway) using casual, joking language.
Humor / Satire
0.95
chrisjenvizzuso9316
Mar 2, 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
*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
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
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
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
Its like we're living in a South Park episode
Its like we're living in a South Park episode
Uses a pop culture reference (South Park) as ironic commentary on the absurdity of the situation.
Humor / Satire
0.95
@MrG360oneX
Mar 4, 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)