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
Fact, bears eat beats. Bears, Beats Battlestar Galactica
Fact, bears eat beats.
Bears, Beats Battlestar Galactica
References a well-known comedy sketch (The Office), using absurdist humor unrelated to immigration policy.
Humor / Satire
0.98
Aymenadhami
Feb 23, 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
*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
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
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
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
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
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
Okay I wasn’t ready for muffler man Hanuman 😂
Okay I wasn’t ready for muffler man Hanuman 😂
Expresses amusement at a video element ('muffler man Hanuman') using casual, joking tone with emoji.
Humor / Satire
0.95
SAM-zt2uy
Jan 27, 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
Bike dude was honest to the core 😂, love it
Bike dude was honest to the core 😂, love it
The comment uses humor and emoji to express appreciation for someone's honesty, with no substantive policy or identity claim.
Humor / Satire
0.95
ikagengmmeti3532
Feb 9, 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
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
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
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
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
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 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
"Bie" had me in tears 😂
"Bie" had me in tears 😂
Comment expresses amusement at something in the video using laughing emoji and casual language, indicating comedic appreciation.
Humor / Satire
0.95
exteremeguy
Jan 29, 2026
*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
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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)