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
Trump smart. Trump make money. U u a a ?
Trump smart. Trump make money. U u a a ?
Incoherent, fragmented statement with nonsensical elements ('U u a a ?') suggesting satirical or absurdist commentary.
Humor / Satire
0.65
@5erTurbo
Mar 4, 2025
Non-tariff? FAFO
Non-tariff? FAFO
Cryptic response using acronym 'FAFO' (Find Out) in apparent sarcastic commentary on tariff negotiations.
Humor / Satire
0.65
@YoutubeAdsSuck
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
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
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
Pay up Canada ?
Pay up Canada ?
Brief, cryptic statement with emoji suggesting sarcastic or joking commentary about financial demands.
Humor / Satire
0.65
@kammy205
Mar 5, 2025
F you Canada, tastes good huh?
F you Canada, tastes good huh?
Cryptic, sarcastic comment with unclear reference but tone suggests ironic commentary rather than literal sentiment.
Humor / Satire
0.65
trevor5672
Jan 27, 2026
Poop bus 🙂↔️🙂↔️ 🇨🇦
Poop bus 🙂↔️🙂↔️ 🇨🇦
Uses crude ethnic stereotype as attempted humor/satire with nationalist flag emoji.
gsk8366
Jan 27, 2026
why dont you be out president justin
why dont you be out president justin
Flippant suggestion that Trudeau become U.S. president, likely intended as sarcastic commentary on political leadership.
Humor / Satire
0.65
@linablue-ou1js
Mar 4, 2025
Are these the people who eat doodoo?
Are these the people who eat doodoo?
Crude joke or offensive satire attempting humor through stereotyping, though the intent and target are ambiguous.
Humor / Satire
0.65
c.w.v8263
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
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
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
Saar fatigue
Saar fatigue
Brief, cryptic phrase ('Saar fatigue') appears to be sarcastic commentary or inside joke, likely mocking immigration discourse.
Humor / Satire
0.65
ajdirusso7378
Jan 27, 2026
Don’t judge a book by his cover!
Don’t judge a book by his cover!
Brief idiomatic statement that appears to be ironic commentary on judging political figures.
Humor / Satire
0.65
@PodainaLand
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
It's called Karma, it keeps giving no matter how long.😅😅
It's called Karma, it keeps giving no matter how long.😅😅
Cryptic comment using karma reference with laughing emojis, appears to be sarcastic commentary on consequences.
Humor / Satire
0.65
Mr4567891975
Feb 26, 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
Burry you looks like Mexican thoo
Burry you looks like Mexican thoo
A flippant, likely joking comment making an ethnic appearance comparison, mixing casual mockery with possible sarcasm.
sukhjitsingh9151
Jan 29, 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
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)