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
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
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
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
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
"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
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
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
i died when bike guy said "thats below down syndrome"🤣🤣
i died when bike guy said "thats below down syndrome"🤣🤣
The comment is laughing at a joke made in the video, using emojis to express amusement at comedic content.
Humor / Satire
0.95
Emanuel-oz4zl
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
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
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
3:46 bro im crying 😭 funniest shit ive seen today
3:46 bro im crying 😭 funniest shit ive seen today
Expresses amusement at a specific moment in the video using casual humor language.
Humor / Satire
0.95
WyattH-un7os
Jan 27, 2026
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
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
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
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
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
*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
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
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)