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
Upper class 😂😂😂too much criminal
Upper class 😂😂😂too much criminal
Uses sarcasm and emoji to mock a group, combining humor with a derogatory stereotype about crime.
dchrysostom
Feb 26, 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
Oh god, the poop festival is back!
Oh god, the poop festival is back!
Uses crude humor and sarcasm to mock anticipated negative/xenophobic comments, though the tone suggests underlying concern.
davidschmidt2081
Jan 27, 2026
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
This is a mess for the USA……I Thought “someone” was supposed to be making America great again
This is a mess for the USA……I Thought “someone” was supposed to be making America great again
Sarcastic reference to Trump's 'Make America Great Again' slogan applied to current chaos; ironic commentary.
Humor / Satire
0.65
@JustLissa1
Mar 4, 2025
SINDROME DE DANW "😅
SINDROME DE DANW "😅
Cryptic reference with emoji appears to be a joke or meme, though meaning is unclear.
Humor / Satire
0.65
fredymatute4363
Feb 20, 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
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
TRAMP will make and making america GREAT again.????????????????????????? USA next time wote for another uneducated douchebag to meke america even more greater.??????????? and by the way when tramp was shot, i doubt he got shot …
TRAMP will make and making america GREAT again.????????????????????????? USA next time wote for another uneducated douchebag to meke america even more greater.??????????? and by the way when tramp was shot, i doubt he got shot in the EAR. IT CLEARLY HE WAS SHOT IN THE HEAD. HE GOT BRAIN DAMAGE .????????
Uses sarcasm and exaggeration (excessive question marks, mocking 'GREAT again') to satirize Trump supporters and make ironic commentary about his fitness.
@daviddvz676
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
The Indians are so funny
The Indians are so funny
Vague comment using humor or stereotyping about Indian immigrants, though intent is ambiguous.
SavageThrifter
Feb 27, 2026
They put one of their giant monkey demons in Houston , TX. Too
They put one of their giant monkey demons in Houston , TX. Too
Attempts sarcastic/absurdist humor with a derogatory reference to a specific group, though the meaning is unclear.
Pleebixx
Jan 27, 2026
Justin Trudeau is crying just like a baby.
Justin Trudeau is crying just like a baby.
Uses mocking comparison ('crying like a baby') to ridicule political figure, though brief and somewhat ambiguous in intent.
Humor / Satire
0.65
@gillessouksanith4878
Mar 4, 2025
homie with the orange vest is the one with the low IQ lmao
homie with the orange vest is the one with the low IQ lmao
Mocking insult presented as a joke, with implicit ethnic/identity targeting.
Rodericken
Jan 27, 2026
AMERICAN RED DIRTY PRESS C N N IN TOTAL PANIC. A NEW SHERIFF HAS ARRIVED IN TOWN, TRUMP. ?????
AMERICAN RED DIRTY PRESS C N N IN TOTAL PANIC. A NEW SHERIFF HAS ARRIVED IN TOWN, TRUMP. ?????
Sarcastic commentary about media panic and Trump's arrival, mixing irony with meta-commentary about news coverage.
@et1161
Mar 4, 2025
Trudeau is a ?
Trudeau is a ?
The incomplete question with a question mark appears to be sarcastic commentary, likely expressing criticism through rhetorical questioning rather than seeking genuine information.
@superninja8806
Mar 4, 2025
Man on the bike needs be in charge of the country
Man on the bike needs be in charge of the country
Makes a joking or sarcastic suggestion about political leadership, likely ironic commentary rather than serious advocacy.
Youtubewarriorone
Jan 27, 2026
Ever notice that Kevin McCarthy and Trudeau talk the same way ? Creepy !
Ever notice that Kevin McCarthy and Trudeau talk the same way ? Creepy !
Makes a sarcastic observation comparing McCarthy and Trudeau with an unsubstantiated 'creepy' insinuation presented as humor.
@PingPong-yo3rj
Mar 4, 2025
Major tarriff on touqs coming
Major tarriff on touqs coming
Appears to be a joking reference to tariffs on toques (Canadian hats), using wordplay and absurdist humor.
Humor / Satire
0.65
@waxman262
Mar 4, 2025
YEET THE JEET
YEET THE JEET
Appears to be a derogatory slur or ethnic joke using wordplay, combining satire with identity-based framing.
Embauss
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)