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
Make America minuscule, for once
Make America minuscule, for once
Uses wordplay and ironic reversal of 'Make America Great Again' slogan for satirical effect.
Humor / Satire
0.92
@gustavlarsson9932
Mar 4, 2025
Anyone from the UK caught watching this will be reported to the internet police
Anyone from the UK caught watching this will be reported to the internet police
Absurdist joke about UK internet policing, using ironic exaggeration for comedic effect.
Humor / Satire
0.92
RedesCat
Jan 28, 2026
Bahahahaha. Dude. Stop.
Bahahahaha. Dude. Stop.
Dismissive laughter and sarcasm expressing skepticism or mockery of the preceding content.
Humor / Satire
0.92
@AdamHolmes-k5x
Mar 4, 2025
Donald!\nSir?\n*_Nope!!_*
Donald!\nSir?\n*_Nope!!_*
Brief comedic dialogue format mocking Trump's decision-making through absurdist humor.
Humor / Satire
0.92
@Zapp77777
Mar 4, 2025
Yeah Wolf, ill tell ya what Wolf... this Wolf, is really quit something Wolf. Wolf, this Wolf is why i say Wolf, that this Wolf is why we dont understand Wolf, what Wolf is Wolf …
Yeah Wolf, ill tell ya what Wolf... this Wolf, is really quit something Wolf. Wolf, this Wolf is why i say Wolf, that this Wolf is why we dont understand Wolf, what Wolf is Wolf going on, Wolf. WOLF
Repetitive, absurdist mockery of Wolf Blitzer's name and speaking style, clearly satirical commentary.
@nexusone5584
Mar 4, 2025
Speaking logic to Trump. Get a response like: “why is your tie green?!”
Speaking logic to Trump. Get a response like: “why is your tie green?!”
Uses absurdist humor to mock Trump's inability to engage with logical arguments, suggesting he responds irrationally.
Humor / Satire
0.91
@GR--cy3pj
Mar 4, 2025
Driving was terrible thats why hes biking 😂
Driving was terrible thats why hes biking 😂
Light-hearted joke about someone's driving skills, using emoji to signal comedic intent.
Humor / Satire
0.91
nielbonch
Feb 4, 2026
MAGA seems a lot more like MAIN: Make America Irrelevant Now
MAGA seems a lot more like MAIN: Make America Irrelevant Now
Uses wordplay and ironic reinterpretation of 'MAGA' as a joke criticizing Trump's policies.
Humor / Satire
0.90
@dkman123
Mar 4, 2025
Adopt Maine please.
Adopt Maine please.
Joking suggestion that Maine should join Canada, using ironic/sarcastic tone.
Humor / Satire
0.90
@TheKelbymyers
Mar 4, 2025
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
Uses sarcasm, wordplay ('DRUMPF'), and mocking tone to ridicule Trump in a comedic manner.
Humor / Satire
0.90
@sirjuantyler6411
Mar 4, 2025
The Dude on the bike... 🤣🤣🤣🤣
The Dude on the bike... 🤣🤣🤣🤣
Laughing emoji reaction to a specific moment in the video, expressing amusement without substantive argument.
Humor / Satire
0.90
theboiballincollig
Feb 24, 2026
Guy on the bike is my hero.😂😂😂
Guy on the bike is my hero.😂😂😂
Brief comedic comment praising someone in the video with laughing emojis, likely referencing a humorous moment.
Humor / Satire
0.90
jamiejohnson3345
Mar 2, 2026
Prime minister: you use big words US president will not understand
Prime minister: you use big words US president will not understand
Uses ironic joke mocking Trump's vocabulary and intelligence through a fictional PM statement.
Humor / Satire
0.90
@vt9288
Mar 4, 2025
The zoom in on the sandals 🤣🤣
The zoom in on the sandals 🤣🤣
A joking comment about the video's visual editing (zoom on sandals), unrelated to immigration discourse.
Humor / Satire
0.90
jezthebezt
Jan 27, 2026
04:10 🤣🤣🤣🤣🤣🤣🤣🤣🤣
04:10 🤣🤣🤣🤣🤣🤣🤣🤣🤣
Laughing emojis at a specific timestamp indicate amusement or sarcastic reaction to video content.
Humor / Satire
0.90
Kenny-wf6yj
Jan 29, 2026
lol they were scammed by Canada
lol they were scammed by Canada
Uses ironic humor to comment on the situation, suggesting Canada itself scammed the immigrants.
Humor / Satire
0.90
rajeevdsamuel
Jan 15, 2026
"The gratest country in the world" 😂
"The gratest country in the world" 😂
Uses sarcastic laughter emoji to mock the claim that Canada is 'the greatest country in the world.'
Humor / Satire
0.90
CatDeere
Jan 27, 2026
I wonder where all the h8 is coming from? Hmmmmmm
I wonder where all the h8 is coming from? Hmmmmmm
Uses sarcastic questioning ('I wonder...Hmmmmmm') to mock the source of anti-immigration sentiment.
Humor / Satire
0.90
The_1_She
Jan 27, 2026
I hear Singh Hortons is collapSingh under it's own weight?
I hear Singh Hortons is collapSingh under it's own weight?
Comment uses wordplay and pun ('Singh Hortons'/'Tim Hortons') with sarcastic tone about business collapse, employing humor rather than substantive argument.
Humor / Satire
0.90
vallejoborncalihasbecomeal9022
Jan 27, 2026
Thank you for coming, please stop at the gift shop in the airport on your way home.
Thank you for coming, please stop at the gift shop in the airport on your way home.
Sarcastic, ironic farewell message using humor to mock or dismiss immigrants.
Humor / Satire
0.90
beerfanboy
Jan 15, 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)