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
I bet she's even phatter now bcz of the lies you fed her 😂😂
I bet she's even phatter now bcz of the lies you fed her 😂😂
Uses emojis and sarcastic tone to mock someone, employing humor rather than making a substantive argument.
Humor / Satire
0.85
neurologicaltoxin
Jan 27, 2026
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Sarcastic commentary using irony to mock American political concerns by suggesting communism and Russian alignment as solutions.
@Hamurabi-xk2dw
Mar 4, 2025
I'm bout to jump on to Civ 6. All this tension between the world leaders making me wanna take on the world ?
I'm bout to jump on to Civ 6. All this tension between the world leaders making me wanna take on the world ?
Uses humor and gaming reference to satirically respond to geopolitical tension, deflecting with lighthearted commentary.
Humor / Satire
0.85
@TuntunGamer
Mar 4, 2025
Just call him dumb... That's what I love about Canadians so polite, but Justin you can say he's dumb-AF! It's OK!! ;-)
Just call him dumb... That's what I love about Canadians so polite, but Justin you can say he's dumb-AF! It's OK!! ;-)
Uses sarcasm and joking tone to comment on Canadian politeness while suggesting Trudeau should be called 'dumb-AF,' with winking emoticon indicating ironic intent.
@alanruffin6473
Mar 4, 2025
Potty in outdoor 😂😂😂
Potty in outdoor 😂😂😂
Mocking joke about sanitation practices, using stereotypical humor to demean immigrants.
Humor / Satire
0.85
mdyounos4666
Feb 9, 2026
0:30 why do they have a big blue state of Mr Bean 😂😂
0:30 why do they have a big blue state of Mr Bean 😂😂
The comment makes a joking observation about a visual element in the video (comparing a blue shape to Mr Bean), using emojis to signal comedic intent.
BUTTGUPPY
Feb 8, 2026
My Premier is right, it's a dumb thing to do BUT saying that Trump is intelligent is a loooong stretch lol
My Premier is right, it's a dumb thing to do BUT saying that Trump is intelligent is a loooong stretch lol
The comment uses sarcasm and humor ('looong stretch') to critique both the Premier's position and Trump's intelligence.
@p0lig0nQC
Mar 4, 2025
Trump is insisting on tariffs because otherwise he has no traction to make deals. He's the neighborhood bully who steals other kids' toys, so he can extort their lunch money. #deranged
Trump is insisting on tariffs because otherwise he has no traction to make deals. He's the neighborhood bully who steals other kids' toys, so he can extort their lunch money. #deranged
Uses sarcastic metaphor (neighborhood bully stealing toys) and dismissive tone (#deranged) to critique Trump's negotiating tactics through ironic comparison.
@TheRealRedFlashlight
Mar 4, 2025
"Jeethortons" lol
"Jeethortons" lol
Makes a derogatory pun/joke about a name, using humor as the primary mode of expression.
Humor / Satire
0.85
emilyannagarrett196
Feb 8, 2026
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
Uses sarcastic mockery and a laughing emoji to ridicule someone's credibility through class-based humor.
xscnn
Jan 27, 2026
If you’re really quiet you can hear the champagne corks popping in the Kremlin.
If you’re really quiet you can hear the champagne corks popping in the Kremlin.
Uses ironic, sarcastic imagery (Kremlin champagne) to mock geopolitical implications, employing dark humor.
Humor / Satire
0.85
@red_donut5894
Mar 4, 2025
According to the series Fallout the annexation of Canada will take place in 2070 so we have time before the first nuclear dance, but the paranoia of the USA has started earlier than expected with …
According to the series Fallout the annexation of Canada will take place in 2070 so we have time before the first nuclear dance, but the paranoia of the USA has started earlier than expected with this government, good luck.
Uses fictional Fallout lore as satirical commentary on US-Canada tensions, mixing pop culture reference with geopolitical anxiety.
@technite5360
Mar 4, 2025
That's a leader.\nBet he doesn't head to the ski slope or golf course this weekend.
That's a leader.\nBet he doesn't head to the ski slope or golf course this weekend.
Sarcastic comment praising leadership commitment through ironic contrast with stereotypical leisure activities.
Humor / Satire
0.85
@xmocotommy4718
Mar 4, 2025
Punjabi hoosiers 😂
Punjabi hoosiers 😂
Playful joke combining 'Punjabi' with 'Hoosiers' (Indiana basketball reference), using humor to comment on demographic change.
Humor / Satire
0.85
analogous_newt
Feb 5, 2026
4:52 what did he saaaay ?! 😅
4:52 what did he saaaay ?! 😅
Joking reaction to unclear speech in the video with comedic emphasis.
Jaydabinc
Feb 7, 2026
Trump is just mad he can't be as good of a politician or as good-looking as Trudeau is
Trump is just mad he can't be as good of a politician or as good-looking as Trudeau is
Uses sarcastic comparison and personal insult as ironic commentary on Trump versus Trudeau.
Humor / Satire
0.85
@Foxystl
Mar 4, 2025
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Uses sarcasm and ironic tone (emoticon) to mock the video's perceived ideological stance, combining humor with commentary about the video itself.
darktodds
Feb 7, 2026
so the white guy is the one who face racism in there own country 😂
so the white guy is the one who face racism in there own country 😂
Uses ironic commentary and emoji to mock the perceived contradiction of white people claiming racism in their own country.
kebindoka432
Jan 27, 2026
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The comment uses humor and laughter emojis to make a lighthearted joke about driving conditions.
Humor / Satire
0.85
jameshall5440
Feb 7, 2026
The guy on the bike is a savage 😅😅
The guy on the bike is a savage 😅😅
Casual, approving slang comment with emojis expressing admiration in a lighthearted manner.
Humor / Satire
0.85
louiskwaku8879
Feb 7, 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)