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
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
Ya, the o ly intelligence he's spoken in 9yrs
Ya, the o ly intelligence he's spoken in 9yrs
Brief sarcastic comment praising a leader's intelligence statement with ironic tone.
Humor / Satire
0.65
@DebraPereversoff
Mar 4, 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
Trump is an absolute moron. Always has been, always will be.
Trump is an absolute moron. Always has been, always will be.
Hyperbolic, repetitive insult phrased as exasperated commentary rather than substantive argument.
Humor / Satire
0.65
@AdrianG13
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
Trump is amazing!!!!
Trump is amazing!!!!
Minimal comment with excessive punctuation expressing enthusiasm, likely sarcastic or trolling given context.
Humor / Satire
0.65
@rhyansimmons2691
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
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
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
It’s about fecken time…
It’s about fecken time…
Colloquial expression of frustration using mild profanity and sarcasm, expressing exasperation rather than substantive argument.
Humor / Satire
0.65
marcusaetius9309
Feb 18, 2026
Who wants to play cowboys and indians?
Who wants to play cowboys and indians?
Appears to be a joking reference to a children's game, possibly with ironic undertones given the video context.
Humor / Satire
0.65
jamesbennett5189
Jan 29, 2026
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
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
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
trump kins ave IQ 71
trump kins ave IQ 71
Mocking insult about Trump's intelligence using exaggerated formatting, intended as sarcastic attack.
Humor / Satire
0.65
@drdontpassone8164
Mar 4, 2025
Canada is but hurt
Canada is but hurt
Appears to be a play on words ('but hurt' likely for 'butthurt'), using informal sarcasm to dismiss Canada's position.
Humor / Satire
0.65
@akaashanovaTV
Mar 4, 2025
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
….just an few millimeters to the right…just an few millimeters to the right….now look where we’re at…..
….just an few millimeters to the right…just an few millimeters to the right….now look where we’re at…..
Cryptic repetitive phrase appears to be sarcastic commentary, possibly mocking a previous argument or video content with ironic understatement.
@avivd9291
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
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)