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
BUILD THE WALL and make leafs pay for it
BUILD THE WALL
and make leafs pay for it
Sarcastic riff on Trump's border wall rhetoric adapted to Canada, using ironic humor to critique immigration policy.
jolly-rancher
Jan 27, 2026
"Hold the door not only for me but other white people" she is not white 😅😂
"Hold the door not only for me but other white people" she is not white 😅😂
Uses sarcasm and emoji to mock a statement about racial identity, with ironic commentary on someone's racial categorization.
thefonz2199
Aug 27, 2025
An old fart they Is no escape from his smell ?????dump duck
An old fart they Is no escape from his smell ?????dump duck
Uses crude insults and sarcasm ('old fart', 'dump duck') as derisive humor targeting a political figure.
Humor / Satire
0.80
@manuelalozneanu9464
Mar 4, 2025
Trump tantrums
Trump tantrums
Sarcastic, dismissive characterization of Trump's behavior using the term 'tantrums' as ironic commentary.
Humor / Satire
0.80
@geraldpayumo8396
Mar 4, 2025
Sounds impressive (sarcasm)! Did Trump’s cronies help you put your “plan” together during your last visit?
Sounds impressive (sarcasm)! Did Trump’s cronies help you put your “plan” together during your last visit?
Uses sarcasm and ironic comparison to Trump/his associates to mock the proposed plan, employing satirical critique.
@diannespalding6542
Feb 20, 2026
*Operation Curry Bomb is taking place in Texas also! Thanks GOP!*
*Operation Curry Bomb is taking place in Texas also! Thanks GOP!*
Uses sarcastic framing ('Operation Curry Bomb') and ironic tone to mock anti-immigration rhetoric and political blame.
Humor / Satire
0.80
markvolker1145
Jan 27, 2026
You know the driving's bad when the Asian lady says its bad.
You know the driving's bad when the Asian lady says its bad.
Stereotypical joke about Asian drivers and safety, using ethnic identity as the basis for humor.
mojonymph
Jan 27, 2026
Keep voting like ret@rded teenagers, it's working great!
Keep voting like ret@rded teenagers, it's working great!
Sarcastic criticism of voting patterns framed as ironic encouragement, with insulting tone.
nimaakhtarkhavari8766
Sep 30, 2025
Strange this test isnt in Hindi, loooool. Thank you so much. This's very helpful.
Strange this test isnt in Hindi, loooool. Thank you so much. This's very helpful.
Uses sarcastic joke about the test not being in Hindi, followed by genuine thanks for helpful content.
iROChakri
Jun 30, 2025
*Locals* who? *White Europeans* 😂😂
*Locals* who?
*White Europeans*
😂😂
Sarcastic commentary using emoji to mock the concept of 'locals' as implicitly white European, employing ironic humor.
YouTuberTrendings
Dec 30, 2025
Well he did say he would build a wall. Unfortunately it's to keep us in and away from the world.
Well he did say he would build a wall. Unfortunately it's to keep us in and away from the world.
Uses ironic commentary and sarcasm to critique Canadian border/immigration policy through a wall metaphor.
@Weaselbroom
Mar 4, 2025
And the recession begins, hey MAGA supporters! Are we great yet?
And the recession begins, hey MAGA supporters! Are we great yet?
Sarcastic rhetorical question mocking MAGA supporters by questioning whether promised greatness has materialized amid recession.
@Kflosnd
Mar 4, 2025
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Joking comment about a political figure's spouse watching and playful observation about French language use, employing light humor.
@albertomalnati4966
Mar 4, 2025
Guy on the bike is BASED 😂
Guy on the bike is BASED 😂
Uses internet slang ('BASED') and emoji to express approval through ironic/comedic commentary on a video subject.
Humor / Satire
0.80
robcrilley592
Jan 28, 2026
Hahaha there you go liberal voters, you ask for it, so have fun.
Hahaha there you go liberal voters, you ask for it, so have fun.
Mocking liberal voters with sarcasm, suggesting they caused immigration problems they now face.
cgordon1386
Aug 25, 2025
Surprise surprise...
Surprise surprise...
Sarcastic expression of unsurprised reaction, implying cynicism about the video's content through ironic tone.
Humor / Satire
0.80
Rodion-y9y
Sep 30, 2025
HAHAHAHAHA\nwhat a complete moron. complete, fuggin, idiot. i can at least thank trump for the long overdue stock market correction and hopefully interest level maintainance? although its by accident ill take what i can get …
HAHAHAHAHA\nwhat a complete moron. complete, fuggin, idiot. i can at least thank trump for the long overdue stock market correction and hopefully interest level maintainance? although its by accident ill take what i can get from these tards.
Uses crude humor and sarcasm to mock political leadership while acknowledging accidental economic benefits.
@peteypobbs8065
Mar 4, 2025
" They aren't sending their best. " - DJT
" They aren't sending their best. "
- DJT
Quotes Trump sarcastically to mock immigrant quality, combining humor with negative characterization.
g.w.7893
Jun 20, 2025
245 more days of FAAFO???
245 more days of FAAFO???
Uses ironic acronym (FAAFO) and countdown format as satirical commentary on political situation.
Humor / Satire
0.80
@BeatsbyLegend
Mar 4, 2025
3:45 lmaooo
3:45 lmaooo
Timestamps a specific moment with laughter, indicating amusement at a particular video segment.
Itsterling
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)