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
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Humor / Satire
4,434 comments
twice cooked trump fear nothing
twice cooked trump fear nothing
Cryptic, sarcastic reference to Trump with unclear meaning, likely ironic commentary.
Humor / Satire
0.65
@frankwhen284
Mar 4, 2025
Canada and Trudeau Choke on American _ _ _ _
Canada and Trudeau Choke on American _ _ _ _
Uses crude satire/innuendo to mock Canada and Trudeau's relationship with America.
@DiABETES_DaVE
Mar 4, 2025
Why do I smell something?
Why do I smell something?
Cryptic rhetorical question likely intended as sarcastic or joking commentary, though meaning is ambiguous.
Humor / Satire
0.65
VladimirVladimirov-he1rp
Jan 27, 2026
That’s fair exchange no harm
That’s fair exchange no harm
Cryptic idiomatic phrase suggesting ironic or sarcastic commentary on a trade/political exchange.
Humor / Satire
0.65
@joemohan5079
Mar 4, 2025
Nice hand jesters been watching newsom?
Nice hand jesters been watching newsom?
Sarcastic reference to hand gestures and a political figure, likely mocking the speaker's mannerisms.
@k.k.marriott5901
Mar 4, 2025
Wow this dude would make a pretty good governor
Wow this dude would make a pretty good governor
Lighthearted, somewhat sarcastic suggestion about a political figure's potential role.
Humor / Satire
0.65
@jocool562
Mar 4, 2025
America great again yay
America great again yay
Brief, sarcastic expression of support for Trump's 'Make America Great Again' slogan with minimal substantive content.
@flutter8712
Mar 4, 2025
What a guber......
What a guber......
Appears to be sarcastic or dismissive name-calling presented as humorous commentary.
Humor / Satire
0.65
@rustynail8005
Mar 4, 2025
Looks like a sausage fest city.
Looks like a sausage fest city.
Brief, oblique comment that appears to be a joke or crude observation about the video's visual content.
Humor / Satire
0.65
BOMBON187
Jan 27, 2026
to all my Canadian friends, it' time to buy FPV drone and get really good at piloting it.
to all my Canadian friends, it' time to buy FPV drone and get really good at piloting it.
Uses sarcastic/ironic tone to suggest Canadians prepare for conflict, mixing dark humor with implied threat.
@mayasej
Mar 4, 2025
The Canadian on the street while the Indians judge them ?
The Canadian on the street while the Indians judge them ?
Appears to be ironic or sarcastic commentary about cultural dynamics between Canadians and Indians, using humor to comment on identity.
@burberries5844
Mar 5, 2025
What will we dowith the Big Mac
What will we dowith the Big Mac
Cryptic, likely joking reference to Big Macs in context of trade/tariff discussion, using humor.
Humor / Satire
0.65
@lewislauzon3381
Mar 4, 2025
Dis iz very dis cus ting
Dis iz very dis cus ting
Intentionally misspelled and informal expression of disapproval, likely meant as sarcastic commentary.
Humor / Satire
0.65
ibralovefootball1
Feb 5, 2026
I think ICE agents are doing A alex"PRETTI" renee"GOOD" job!
I think ICE agents are doing A alex"PRETTI" renee"GOOD" job!
Appears to be sarcastic/satirical commentary using wordplay ('PRETTI' and 'GOOD') about ICE agents, though intent is ambiguous.
jasonviking
Jan 27, 2026
Le ku kus klan en vélo est à gerbé .
Le ku kus klan en vélo est à gerbé .
Appears to be sarcastic/joking commentary mixing French slang with crude imagery, likely mocking extremist rhetoric rather than endorsing it.
pompim2
Feb 22, 2026
This is big some thing you all do not have in donald duck trump wack wack you cant even eat this peace shit.
This is big some thing you all do not have in donald duck trump wack wack you cant even eat this peace shit.
Incoherent satirical jab at Trump using wordplay ('donald duck trump wack wack') and absurdist humor about eating.
Humor / Satire
0.65
@kennethkult7681
Mar 4, 2025
Canada needs ice
Canada needs ice
Cryptic, likely sarcastic one-liner that appears to be a joke or non-sequitur rather than substantive commentary.
Humor / Satire
0.65
bonnie1978
Feb 18, 2026
It takes some wandering cows here and there and there you go.
It takes some wandering cows here and there and there you go.
Cryptic sarcastic comment using 'wandering cows' as apparent metaphor, likely mocking immigration discourse.
Humor / Satire
0.65
Mika30041975
Oct 22, 2025
They could start Canadian poop fests now.
They could start Canadian poop fests now.
Cryptic sarcastic comment using crude language and wordplay, likely mocking immigration policy or cultural change through absurdist humor.
Humor / Satire
0.65
alanwinge8775
Feb 27, 2026
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
Uses aggressive sarcasm and crude language to mock immigrant work ethic claims, though the tone is hostile rather than clearly comedic.
Chocolovers
Sep 22, 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)