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
Trump voters - this is what you voted for. Enjoy
Trump voters - this is what you voted for. Enjoy
Sarcastic commentary directed at Trump voters, using ironic tone to critique their political choice.
Humor / Satire
0.85
@SirPudge
Mar 4, 2025
Ooohh I bet Trump is scared ???
Ooohh I bet Trump is scared ???
Sarcastic, mocking comment with emoji suggesting Trump is fearful or vulnerable.
Humor / Satire
0.85
@petrosking5588
Mar 4, 2025
Sorry for trump king of The Jokers??
Sorry for trump king of The Jokers??
Sarcastic apology for Trump using joking tone and emoji to mock rather than seriously critique.
Humor / Satire
0.85
@keithgraver5482
Mar 4, 2025
DONALD ?…. he called him DONALD like the child that DONALD is???. Love it !!!
DONALD ?…. he called him DONALD like the child that DONALD is???. Love it !!!
Uses sarcastic tone and playful mockery about someone named Donald, expressing amusement through ironic commentary.
Humor / Satire
0.85
@michaelpage8452
Mar 4, 2025
How to say Donald is a Putin Puppet without calling him a Putin Puppet!
How to say Donald is a Putin Puppet without calling him a Putin Puppet!
Uses sarcastic wordplay to critique Trump's relationship with Putin without directly stating the accusation, employing ironic commentary.
@thehiphypnochick
Mar 4, 2025
Why so many Punjabs in Brampton??? It's like home 😂😂😂😂 nooooo😂😂😂😂
Why so many Punjabs in Brampton???
It's like home 😂😂😂😂 nooooo😂😂😂😂
Humorous observation about Punjabi concentration in Brampton, using ironic tone and emojis to comment on ethnic clustering.
FutureVandross-v4v
Feb 4, 2026
Bad strategy to use facts on us Americans JT… we don’t believe in those anymore
Bad strategy to use facts on us Americans JT… we don’t believe in those anymore
Uses ironic commentary about Americans rejecting facts, employing sarcasm to critique political attitudes while addressing the Canadian leader.
@timbegin7158
Mar 4, 2025
Brampton is apparently a shit hole in the first place from what I've heard. At least someone wants to live there. 😂
Brampton is apparently a shit hole in the first place from what I've heard. At least someone wants to live there. 😂
Uses sarcasm and dark humor to comment on Brampton's reputation and immigration settlement patterns.
Zen-tree-tea
Jan 29, 2026
Wait till winter hits They will want to go back to their desert climate 😂
Wait till winter hits
They will want to go back to their desert climate 😂
Jokes that immigrants from warm climates will leave Canada during winter, using stereotypes for comedic effect.
GordyDeedee
Nov 22, 2025
Liberals are doing a great job just look at how much they have spent. That's the metric that the liberals think matters.
Liberals are doing a great job just look at how much they have spent. That's the metric that the liberals think matters.
Sarcastically praises Liberals' spending as their primary metric, implying wasteful fiscal policy criticism.
WokeNationIsDead1990
Feb 26, 2026
"A stranger in your own country" implying its "your" country at all 😂
"A stranger in your own country" implying its "your" country at all 😂
Sarcastic critique of the phrase 'your country,' using irony to challenge ownership claims and belonging narratives.
viplava
Jan 29, 2026
Mr Cheeto is a specialist on bankrupting business, and now a country! ??
Mr Cheeto is a specialist on bankrupting business, and now a country! ??
Uses nickname 'Mr Cheeto' and mocking tone to criticize Trump's business record and presidency.
@kapaomegatau
Mar 4, 2025
I think bro on the bike will be the mascot of future Liberals vs Conservatives civil war
I think bro on the bike will be the mascot of future Liberals vs Conservatives civil war
Uses sarcastic humor to mock political polarization by referencing a video subject as a future symbol of civil conflict.
erik_james
Jan 28, 2026
Probably Gary Canadas safety Minster who 💩 on the bus 😅
Probably Gary Canadas safety Minster who 💩 on the bus 😅
Makes a joking reference to a specific person and incident, using emoji to convey sarcastic tone about a government official.
CANADAFREEDOMS2025
Jan 28, 2026
Lol Canada is a lazy neighbor who always wants to borrow sugar, but never pays us back
Lol Canada is a lazy neighbor who always wants to borrow sugar, but never pays us back
Uses sarcastic metaphor comparing Canada to a freeloading neighbor, mocking Canadian-American relations.
@marcosgonzales7080
Mar 4, 2025
Middle class saves $420 LOOOOOOOOOOL wow thanks Carney!
Middle class saves $420 LOOOOOOOOOOL wow thanks Carney!
Uses mocking laughter and sarcasm to ridicule a claimed middle-class savings figure, implying the policy claim is absurd.
alon1952
Jan 21, 2026
Dude found an average Canadian just biking around that happened to have his "quiet part out loud" filter turned off for the day 😂😂😂 He's a conduit to the Legacy Canadian hive-mind 🫡🍁
Dude found an average Canadian just biking around that happened to have his "quiet part out loud" filter turned off for the day 😂😂😂 He's a conduit to the Legacy Canadian hive-mind 🫡🍁
Satirical commentary using humor and metaphor ('hive-mind') to mock Canadian identity and implicit bias.
regdomain4690
Jan 27, 2026
I can't believe that orange peel think that we as Canadians want to send our jobs to them . That guy is coo coo for coco pops.
I can't believe that orange peel think that we as Canadians want to send our jobs to them . That guy is coo coo for coco pops.
Uses playful insult and absurdist humor to mock Trump while asserting Canadian identity and interests.
@janetsears5529
Mar 4, 2025
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
Uses sarcasm and physical mockery to criticize someone, with identity-based framing about race and transportation.
TheGamerRedline
Mar 1, 2026
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Makes a joking comment about the video subject's accent and demeanor during a smuggling narrative, using humor about the content.
fickelt
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)