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
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
Laughing emojis with no textual content indicate amusement or sarcastic reaction to the video content.
Humor / Satire
0.95
mr.critic
Jan 27, 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
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
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
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
Oh man, this IS dark comedy
Oh man, this IS dark comedy
The commenter is identifying the video content as dark comedy, a meta-observation about the tone and style of the material.
Humor / Satire
0.95
elrafiki5236
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
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Political joke using sarcasm and irony about a public figure, marked with laughing emojis indicating comedic intent.
Humor / Satire
0.95
lisam65-m5x
Oct 17, 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
Protect helmet guy at all costs 😂❤❤❤
Protect helmet guy at all costs 😂❤❤❤
A lighthearted, affectionate comment using emojis and humor to express support for someone in the video.
Humor / Satire
0.95
chrismoisiov8760
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
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
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
😂😂😂😂 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
Dude on bike 😂😂😂😂😂😂
Dude on bike 😂😂😂😂😂😂
Brief comment with multiple laughing emojis responding to something in the video, indicating amusement or mockery.
Humor / Satire
0.95
terrencewilliams1572
Jan 27, 2026
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
5:42 hahahahahahahahaha
5:42 hahahahahahahahaha
Laughter response to a specific timestamp in the video, indicating amusement or sarcastic reaction to content.
Humor / Satire
0.95
HoffaJedi
Jan 27, 2026
this is so absurd lol
this is so absurd lol
Brief dismissive comment expressing absurdity through sarcasm/humor about the video content.
Humor / Satire
0.95
Joetradersjoe
Dec 3, 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
*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
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)