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
Toronto is so annoying lol Scrappy.
Toronto is so annoying lol
Scrappy.
Brief dismissive comment with casual tone ('lol', 'Scrappy') expressing mild criticism through humor rather than substantive argument.
Humor / Satire
0.75
MilquetoastQT
Jan 28, 2026
Bro's wife got piped by an immigrant, explains the frustration
Bro's wife got piped by an immigrant, explains the frustration
Uses crude sexual humor and sarcasm to mock the commenter's presumed motivations, employing ironic commentary.
Humor / Satire
0.75
zockero8131
Jan 28, 2026
World is a stage, we are all actors ?????
World is a stage, we are all actors ?????
Philosophical musing with question marks suggesting ironic or satirical commentary on reality and performance.
Humor / Satire
0.75
@arunfpv
Mar 4, 2025
Intelligence man , ? for Trudeau
Intelligence man , ? for Trudeau
Sarcastic questioning of Trudeau's intelligence using ironic praise, mixing identity-based criticism with satirical tone.
@OraBugaj-l8g
Mar 4, 2025
Americans choose a crazy trumpet
Americans choose a crazy trumpet
Sarcastic/humorous criticism of American voters using wordplay ('trumpet' for Trump), employing ironic commentary.
Humor / Satire
0.75
@nizarhamsa
Mar 4, 2025
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
Uses sarcasm and emoji to mock workplace demographics, framed as observational humor but with underlying ethnic stereotyping.
AiThamSanSi
Jan 28, 2026
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
The comment uses ironic commentary about Trump's intelligence, sarcastically suggesting his mother's criticism now 'makes sense' in light of his business acumen—a sarcastic jab presented as humorous observation.
@InspiredBeastWorldWide
Mar 4, 2025
Let’s play a game how many whites are on welfare
Let’s play a game how many whites are on welfare
Proposes a provocative 'game' as sarcastic reversal of welfare stereotypes.
hedykarim3614
Feb 26, 2026
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Mocking tone with 'LOL' about someone's employment and transportation situation, combining sarcasm with economic commentary.
bigganger9343
Jan 28, 2026
boohoo MAGA!!!!
boohoo MAGA!!!!
Dismissive mockery of MAGA/Trump supporters using sarcastic tone and exclamation marks.
@jasonlindsay196
Mar 4, 2025
we will get that all from russia:D
we will get that all from russia:D
Sarcastic joke suggesting Russia as an alternative source, using humor to comment on geopolitical tensions.
Humor / Satire
0.75
@AS-tx7re
Mar 4, 2025
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Makes a joking reference to a specific person's legal troubles using casual sarcasm and emoji.
MrCareNot
Jan 28, 2026
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
Uses ironic all-caps and historical reference as sarcastic commentary on white settler hypocrisy.
hedykarim3614
Feb 26, 2026
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
Stereotyping Indian driving through sarcastic joke format, using ethnic generalization as comedic device with emoji signaling irony.
sfinx69
Jan 28, 2026
I love that he is not reading..
I love that he is not reading..
Uses ironic or sarcastic tone to mock the PM's behavior or communication style.
Humor / Satire
0.75
@svitak1987
Mar 4, 2025
They eating poop😂omg ha ha ha
They eating poop😂omg ha ha ha
Crude joke with laughing emojis, likely satirical or offensive commentary on cultural practices.
Humor / Satire
0.75
aishaabdirahman517
Jan 28, 2026
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute …
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute joke
Uses sarcasm and mockery to critique Indian immigrants' stated intentions versus cultural practices, with ironic tone.
shaadali1105
Jan 28, 2026
RIP NAFTA ?
RIP NAFTA ?
Uses a question mark and acronym reference in a way that suggests ironic or sarcastic commentary about trade agreements.
Humor / Satire
0.75
@benbaker2965
Mar 4, 2025
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
Uses casual, joking tone ('lmao wtf xdd') to mock the video subject's decision, employing sarcasm rather than serious critique.
Humor / Satire
0.75
kingjasko
Jan 28, 2026
0:14 “we might have the upper class of Indian here” 😅😅😅
0:14 “we might have the upper class of Indian here” 😅😅😅
Commenter quotes a specific timestamp with laughing emojis, suggesting ironic or sarcastic commentary on the video content.
EbonyElephant
Feb 26, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)