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
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
The bike guy 😂
The bike guy 😂
Brief comment with laughing emoji referencing a person in the video, indicating humorous observation.
Humor / Satire
0.95
Al-Ra05
Jan 27, 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
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
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
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
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
"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
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
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
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
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
ROFLMAO.....
ROFLMAO.....
ROFLMAO is an acronym expressing laughter, indicating the commenter finds something amusing or ironic about the video content.
Humor / Satire
0.95
randydomingo4614
Apr 17, 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
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
i like the guy on the bike lol
i like the guy on the bike lol
Casual expression of amusement toward a video subject, using informal tone and laughter indicator.
Humor / Satire
0.93
serupsippa
Jan 28, 2026
8:16 this guys kills me 😂😭
8:16 this guys kills me 😂😭
Commenter finds a specific moment in the video amusing, using laughing emojis to indicate humor.
Humor / Satire
0.93
carlbd
Jan 28, 2026
Press x to shit on Maple Leaf
Press x to shit on Maple Leaf
Internet meme reference ('press x') used sarcastically to mock Canada, pure comedic commentary.
Humor / Satire
0.93
TheKookaking
Jan 29, 2026
taking business calls he said LUL
taking business calls he said LUL
Mocking comment about video content, using internet slang 'LUL' to express amusement at a specific moment.
Humor / Satire
0.92
canfran8788
Jan 29, 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)