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
guy on the bikes been waiting for Tyler to interview him his whole life 😂😂😂
guy on the bikes been waiting for Tyler to interview him his whole life 😂😂😂
Humorous observation about a person featured in the video, using light mockery about their apparent eagerness to be interviewed.
jonjim7670
Jan 27, 2026
What a joke!
What a joke!
Brief dismissive joke expressing contempt for the video's subject matter.
Humor / Satire
0.90
Nic_Uytz
Jan 14, 2026
420$😂😂😂😂 thanks you Liberal's 😂
420$😂😂😂😂 thanks you Liberal's 😂
Sarcastic mockery of inadequate government payment amount using laughing emojis and ironic thanks.
Humor / Satire
0.90
BenSmith-gx7kg
Jan 14, 2026
LOL so intimidating.
LOL so intimidating.
Uses sarcasm ('LOL so intimidating') to mock or dismiss something as not threatening.
Humor / Satire
0.90
@ceeesmack
Mar 4, 2025
Trump is a idiot
Trump is a idiot
A brief insulting statement about Trump presented as casual commentary, functioning as dismissive humor.
Humor / Satire
0.90
@jeffdragna316
Mar 4, 2025
The among us sounds in Tim Hortons took me out 😂😂😂
The among us sounds in Tim Hortons took me out 😂😂😂
Makes a joke about ambient sounds in a Tim Hortons location, using humor for entertainment rather than substantive commentary.
Humor / Satire
0.90
Nick_Nodes
Jan 27, 2026
Piss on him
Piss on him
Crude dismissive expression presented as crude humor/venting without substantive argument.
Humor / Satire
0.90
@danielperry3008
Mar 4, 2025
*surprised Pikachu face
*surprised Pikachu face
Uses the 'surprised Pikachu' meme format as ironic commentary on the video content.
Humor / Satire
0.90
nomadchad8243
Feb 18, 2026
MAKE AMERICA GREAT BRITAIN AGAIN !?
MAKE AMERICA GREAT BRITAIN AGAIN !?
Satirical play on Trump's 'Make America Great Again' slogan applied to Britain, using ironic wordplay for comedic effect.
Humor / Satire
0.90
@mike123777ify
Mar 4, 2025
So basically nothing 😂
So basically nothing 😂
Dismissive joke with emoji expressing skepticism about policy effectiveness through sarcasm.
Humor / Satire
0.90
TheJibbsmcgee
Jan 15, 2026
I’m a Canadian living in US , I hope I don’t get deported to Canada 😂
I’m a Canadian living in US , I hope I don’t get deported to Canada 😂
Joking comment using irony and emoji to humorously express concern about deportation to Canada.
Humor / Satire
0.90
ao9307
Jan 11, 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
The answer was 0 😂
The answer was 0 😂
Cryptic joke referencing zero immigration as the answer, using emoji to signal comedic intent.
inf1nitedance505
Jan 27, 2026
Trump it's dump like a rock
Trump it's dump like a rock
Uses wordplay and dismissive humor ('dump like a rock') to mock a political figure.
Humor / Satire
0.90
@massimocrimi5796
Mar 4, 2025
How will Trudeau continue to purchase the necessary makeup for black face with the insane tariffs ?
How will Trudeau continue to purchase the necessary makeup for black face with the insane tariffs ?
Sarcastic joke referencing Trudeau's past blackface controversy combined with tariff criticism.
Humor / Satire
0.90
@mramsey8465
Mar 4, 2025
Would’ve been funnier if that hi-vis vest was a straight jacket. 😂
Would’ve been funnier if that hi-vis vest was a straight jacket. 😂
Makes a dark joke comparing someone to a straightjacket, using sarcasm and irony.
Humor / Satire
0.90
Kurran1998
Mar 1, 2026
Wolf... wolf... wolf... lmao what a stupid name lol
Wolf... wolf... wolf... lmao what a stupid name lol
Commenter makes a joke mocking someone's name, using sarcasm and laughter to express derision.
@chrisg1915
Mar 4, 2025
I vote Trudeau for president. Oh, right…
I vote Trudeau for president. Oh, right…
Uses ironic humor by suggesting voting for Trudeau as US president, then acknowledging the impossibility.
Humor / Satire
0.90
@ellicooper2323
Mar 4, 2025
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
There is fierce competition. Who will be the Best Comedian of 2025.\nHere is the current ranking: \n\nZelensksy is at #1 formore than 3 years.\nUrsula is sitting duck at #5.\n\nStarmer moved to #3 after he pledged …
There is fierce competition. Who will be the Best Comedian of 2025.\nHere is the current ranking: \n\nZelensksy is at #1 formore than 3 years.\nUrsula is sitting duck at #5.\n\nStarmer moved to #3 after he pledged $3 billion aid for Ukraine.\n\n1. Zelensksy - Ukraine \n2. Justin Trudeau - Canada \n3. Starmer - UK \n4. Macron - France \n5. Ursula - EU
Uses satirical ranking format to mock multiple world leaders including Trudeau, presenting criticism through comedic comparison.
@OSGuru-c7r
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)