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
Tariff war all because Justin made Melania moist.....BIG
Tariff war all because Justin made Melania moist.....BIG
Crude sexual joke presented as sarcastic explanation for tariff policy.
Humor / Satire
0.90
@randymoses5239
Mar 4, 2025
The only lie he said is that Donald is a smart man.
The only lie he said is that Donald is a smart man.
Sarcastic joke implying the speaker made a false claim about Trump's intelligence.
Humor / Satire
0.90
@shermansmith8356
Mar 4, 2025
Trump is not dumb… he’s a dumb fuck!!!???
Trump is not dumb… he’s a dumb fuck!!!???
Sarcastic wordplay that repeats and exaggerates an insult for comedic effect.
Humor / Satire
0.90
@ljubomirnovakovic8537
Mar 4, 2025
As an Albertan, this makes me want to stay part of canaduh so much more LOL.
As an Albertan, this makes me want to stay part of canaduh so much more LOL.
Ironic/sarcastic comment using 'canaduh' spelling and 'LOL' to mock Canadian identity or immigration discourse.
Humor / Satire
0.90
hangthatflagupsidedownplea3049
Sep 19, 2025
Hey Donny! Look...no teleprompter!...
Hey Donny! Look...no teleprompter!...
Sarcastic jab at Trump's reliance on teleprompters, using ironic commentary as political criticism.
Humor / Satire
0.90
@carguy99
Mar 4, 2025
Love the cold breeze when it touches my touché when I poo on the road - Indian Hindu in Canada.
Love the cold breeze when it touches my touché when I poo on the road - Indian Hindu in Canada.
Uses crude satirical humor to mock stereotypes about Indian immigrants and sanitation practices.
Humor / Satire
0.90
Nootropic911
Sep 20, 2025
holy side quest
holy side quest
Uses gaming terminology ('side quest') as ironic commentary on the video content.
Humor / Satire
0.90
schizoiddog
Jan 27, 2026
"Fak u, go away"
"Fak u, go away"
Brief quoted phrase presented as sarcastic/ironic commentary on hostile sentiment toward immigrants.
Humor / Satire
0.90
MilquetoastQT
Jan 27, 2026
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
@9:50
Indian guy: Acctuly India is better for us
White guy: Why did you come
Indian guy: For better future
xDDDDDD
Uses sarcastic humor to mock the contradiction between an Indian immigrant claiming India is better while having immigrated for a better future.
Humor / Satire
0.90
hassanj1861
Sep 19, 2025
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Sarcastic comment mocking low government benefits with laughing emojis, using irony to critique policy.
Humor / Satire
0.90
jordanadams8752
Jan 27, 2026
no fistfights with wild bears? Down thumb
no fistfights with wild bears? Down thumb
Joking complaint about missing bear-fighting content, using ironic tone and thumbs-down reference.
Humor / Satire
0.90
tonejunkeee
Jan 27, 2026
No maple syrup for the US? NOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
No maple syrup for the US? NOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
Humorous exaggerated reaction to potential trade restrictions on maple syrup, using comedic hyperbole and extended exclamation marks for satirical effect.
Humor / Satire
0.90
@A_Dornan_1776
Mar 4, 2025
😹 you are insane in the best way
😹 you are insane in the best way
Lighthearted, joking response using emoji and casual language to express amusement.
Humor / Satire
0.90
lizrep9873
Jan 27, 2026
The guy on the bike.made me die😂😂😂
The guy on the bike.made me die😂😂😂
Expresses amusement at a specific moment in the video using laughing emojis, indicating comedic reaction.
besonelaj7777
Jan 27, 2026
BRO ON THE BIKE LOST AF HAHA
BRO ON THE BIKE LOST AF HAHA
Joking commentary about someone on a bike being lost, unrelated to immigration policy.
Humor / Satire
0.90
SFSCSlabs
Feb 8, 2026
He flushed the toilet on Trump!
He flushed the toilet on Trump!
Crude joke using toilet metaphor to mock Trump's departure, employing sarcasm and crude humor.
Humor / Satire
0.90
@sanazkh7382
Mar 4, 2025
Cut power at 9:00 for the skunk show lmao
Cut power at 9:00 for the skunk show lmao
Joking reference to a skunk show unrelated to immigration policy, using casual humor.
Humor / Satire
0.90
@benjylamb3711
Mar 4, 2025
BOOMING ECONOMY.. Definitely BOOM!
BOOMING ECONOMY.. Definitely BOOM!
Uses sarcastic irony ('BOOMING ECONOMY.. Definitely BOOM!') to mock claims of economic success, employing tone inversion for comedic effect.
Humor / Satire
0.90
AdamCohen069
Sep 19, 2025
We got plenty maple trees here in the usa keep your maple syrup we dnt care bruh lol
We got plenty maple trees here in the usa keep your maple syrup we dnt care bruh lol
Uses joking tone and casual language ('bruh lol') to make a humorous dismissal of Canadian maple syrup.
Humor / Satire
0.90
@chriswaw551
Mar 4, 2025
Hahaha.\nEnjoy your woke fate Canada.\nHahaha.
Hahaha.\nEnjoy your woke fate Canada.\nHahaha.
Uses sarcastic laughter and mocking tone to critique Canadian 'woke' policies without substantive argument.
@Clark-iey
Mar 4, 2025
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)