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
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
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
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
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
*this comment has been removed by the Canadian Government*
*this comment has been removed by the Canadian Government*
User makes a satirical joke about government censorship by mimicking a removal notice, using irony to comment on the discussion.
Humor / Satire
0.95
lloydfield9442
Jan 28, 2026
The bike guy is funny asf🤣🤣🤣
The bike guy is funny asf🤣🤣🤣
Simple expression of finding someone's behavior funny, using casual language and emojis to indicate amusement.
Humor / Satire
0.95
nobodybutnene.8872
Jan 28, 2026
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
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
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
Buddy on the bike is stupid but funny at the same time 😂😂
Buddy on the bike is stupid but funny at the same time 😂😂
Comment uses humor and emojis to react to someone's behavior in the video, finding it both silly and amusing.
Humor / Satire
0.95
warriorchild
Feb 16, 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
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
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
9:00 "they walk naked" , says the half naked guy
9:00 "they walk naked" , says the half naked guy
Uses ironic sarcasm to mock a claim in the video by pointing out hypocrisy.
Humor / Satire
0.95
stonedwhitethesevendopedwa8640
Sep 20, 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
i needed this laugh lmaoooo thank you tyler
i needed this laugh lmaoooo thank you tyler
Simple expression of amusement at the video content using casual language and laughter indicators.
Humor / Satire
0.95
FloridaMontana
Jan 27, 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
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
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
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
Uses sarcasm and mocking tone (lmao, emoji) to ridicule the previous comment's suggestion about becoming a U.S. state.
Humor / Satire
0.95
thisisfyne
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)