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
And for once he is not in blackface.
And for once he is not in blackface.
Sarcastic jab referencing past blackface controversy, using irony to critique the speaker.
Humor / Satire
0.88
@BonScott-c2z
Mar 4, 2025
5:50 bro's propaganda failed😂
5:50 bro's propaganda failed😂
Uses sarcasm and emoji to mock a political argument presented in the video as failed propaganda.
Chadbox133
Feb 20, 2026
The “Big things” and “you’re a very smart guy “ energy is wild ??
The “Big things” and “you’re a very smart guy “ energy is wild ??
Uses sarcasm and mocking tone to critique a political figure's rhetorical style and communication patterns.
@k.i.a4579
Mar 4, 2025
TURD WURLD PROBLEMS MON
TURD WURLD PROBLEMS MON
Uses mocking slang ('TURD WURLD PROBLEMS') and sarcasm to ridicule immigrants or immigration discourse through crude humor.
Humor / Satire
0.88
joepipito7431
Aug 26, 2025
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Comment humorously suggests the 'bike guy' deserves his own channel, mixing entertainment appreciation with meta-commentary about the video subject.
Michele_yyc
Jan 28, 2026
Bold move, Castro. ?
Bold move, Castro. ?
Uses sarcastic comparison of Canadian PM to Castro as ironic commentary, with emoji reinforcing the mocking tone.
Humor / Satire
0.88
@user-99.99
Mar 4, 2025
This dude definitely smacks his own ass during sex
This dude definitely smacks his own ass during sex
Makes a crude, absurdist joke unrelated to the video content, using sexual humor for comedic effect.
Humor / Satire
0.88
@DuranJM
Mar 4, 2025
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Uses ironic humor to critique hypocrisy in cultural criticism, highlighting contradictory standards applied to different groups.
Humor / Satire
0.88
abhishekjoshi6655
Jan 2, 2026
5:26 What a brave man 😂
5:26 What a brave man 😂
Sarcastic comment with emoji mocking someone in the video as 'brave,' using irony to critique their position.
Humor / Satire
0.88
vincenttop10
Mar 1, 2026
'Donald oh Donald... you are stupid.... You wouldnt pass the Macroeconomics 101 class in any serious university worldwide'
'Donald oh Donald... you are stupid.... You wouldnt pass the Macroeconomics 101 class in any serious university worldwide'
Uses sarcastic insult and academic framing as ironic commentary on Trump's economic competence.
Humor / Satire
0.88
@georgebourlos1430
Mar 4, 2025
City call center scam 😂
City call center scam 😂
Brief humorous comment about call center scams using laughing emoji, pure comedic commentary.
Humor / Satire
0.88
tuxprod1777
Jan 27, 2026
"They look the same and share licenses." I'm not even mad...lol
"They look the same and share licenses."
I'm not even mad...lol
Uses ironic humor about shared appearance and driver's licenses, with a self-aware 'not even mad' tone.
Humor / Satire
0.88
esparda07
Sep 20, 2025
Vance is the whippet
Vance is the whippet
Brief sarcastic insult comparing Vance to a whippet dog; purely humorous commentary.
Humor / Satire
0.88
@farhansa4546
Mar 4, 2025
Trump smart? Only in his own tiny, inept mind lol.
Trump smart? Only in his own tiny, inept mind lol.
Sarcastic jab at Trump's intelligence using ironic phrasing and dismissive tone.
Humor / Satire
0.88
@SagebrushRambles
Mar 4, 2025
I hope next time our prime minister has to go to the oval office they wear jeans and a hockey/lacrosse jersey and walk in with a plate of poutine ??. Jk, kind of ?.
I hope next time our prime minister has to go to the oval office they wear jeans and a hockey/lacrosse jersey and walk in with a plate of poutine ??. Jk, kind of ?.
Uses humorous, ironic commentary about Canadian cultural symbols and diplomatic protocol, explicitly marked as joking.
@ramblingronniespodcast
Mar 5, 2025
America got the Temu version as a leader ??
America got the Temu version as a leader ??
Uses a meme-style comparison (Temu knockoff) to mock Trump as an inferior version of leadership.
Humor / Satire
0.88
@thanosdarth8651
Mar 4, 2025
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into …
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into the ship...
Uses extended metaphor and sarcasm ('bragging') to mock policy effectiveness, employing hyperbolic comparison for comedic effect.
sachacabezas1066
Jan 2, 2026
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't …
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't clear. US people have lost their damned minds).
Uses sarcasm to mock American voters' priorities (transgender athletes in sports), explicitly flagged as sarcasm by the commenter.
@davidmcleod5133
Mar 4, 2025
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Uses derogatory nicknames for Brampton as satirical commentary on Indian demographic presence, employing wordplay for comedic effect.
vibra7087
Jan 29, 2026
American here… can we be Canada’s 51st state? \n\n*Arkansas ranks like 47th in education. Not sure how many states Canada has or how to go about annexing. /s
American here… can we be Canada’s 51st state? \n\n*Arkansas ranks like 47th in education. Not sure how many states Canada has or how to go about annexing. /s
Uses self-aware sarcasm and jokes about US education rankings and annexation, marked with '/s' tag.
Humor / Satire
0.88
@adam.dodson
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)