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
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Humor / Satire
4,434 comments
Vance actually thinks countries can compete just like corporations. There will be tears before bedtime.
Vance actually thinks countries can compete just like corporations. There will be tears before bedtime.
Uses sarcasm and ironic commentary to critique a political figure's approach to international relations.
@peterlaurie1247
Mar 4, 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
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Humorous comment comparing Trump to a child and using absurdist imagery (outer space), with underlying call for his removal from power.
@user-pf8qe9sm9g
Mar 4, 2025
You know you fucked up when you pissed off Canada
You know you fucked up when you pissed off Canada
Uses ironic humor to suggest Canada's displeasure with someone (likely Trump), framing Canada as a unified entity.
@cole6122
Mar 4, 2025
The Canadian Dominion of Cuckistan has fallen.
The Canadian Dominion of Cuckistan has fallen.
Uses derogatory wordplay ('Cuckistan') as sarcastic commentary on perceived national decline.
TC-iz5hr
Jan 27, 2026
I am surprised the CNN allowed any anti Trump speech here seeing as they have their head so far up Trump's backside when Jake Tapper speaks it comes out of Trump's nose!
I am surprised the CNN allowed any anti Trump speech here seeing as they have their head so far up Trump's backside when Jake Tapper speaks it comes out of Trump's nose!
Sarcastic critique of CNN's editorial stance using crude humor and exaggeration.
@taefravis
Mar 4, 2025
Keep hating Indian students while taking their money .😂😂 Now many profesors will come to road with a bucket 🪣
Keep hating Indian students while taking their money .😂😂
Now many profesors will come to road with a bucket 🪣
Uses sarcasm and ironic humor to critique perceived hypocrisy (taking money while 'hating'), with emoji emphasizing the comedic tone.
rajrohanchauhansingh4967
Sep 30, 2025
Nicest human smugglers lmao. Let you leave and come back lmaooo
Nicest human smugglers lmao. Let you leave and come back lmaooo
Uses sarcastic humor ('nicest human smugglers') to mock immigration enforcement or border policies.
Humor / Satire
0.80
Lolworldwideeeeee
Jan 27, 2026
show this to someone crying in minnesota right now
show this to someone crying in minnesota right now
Sarcastic comment using geographic contrast (Minnesota) for comedic effect about immigration sentiment.
Humor / Satire
0.80
Browous
Jan 27, 2026
American citizen here: please send help.
American citizen here: please send help.
Ironic plea for help from an American, using humor to comment on US political situation.
@adora08phoenix
Mar 4, 2025
Haha....Trudeau can't fight
Haha....Trudeau can't fight
Uses humor and sarcasm to mock a political leader's capability, with implied national comparison.
@woodswoods7621
Mar 4, 2025
CNN. Canadian national news lol
CNN. Canadian national news lol
Sarcastic jab at Canadian news coverage using ironic acronym confusion.
@Clay-s2h
Mar 4, 2025
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Uses sarcasm and emojis to mock student visa fraud while crediting Trump, combining humor with comparative framing.
Baldo-2408
Jan 14, 2026
Geesh! What in the Trump is going on.
Geesh! What in the Trump is going on.
Exclamatory expression using 'Trump' as a mild expletive in a colloquial, humorous manner.
Humor / Satire
0.80
@thecly9245
Mar 4, 2025
Theres a middle class?
Theres a middle class?
Sarcastic rhetorical question questioning the existence or viability of the middle class in Canada.
Humor / Satire
0.80
tylershepherd208
Jan 14, 2026
First time this moron also making sense.
First time this moron also making sense.
Sarcastic comment suggesting Trudeau rarely makes sense, with ironic praise for this rare occurrence.
Humor / Satire
0.80
@varunm5498
Mar 4, 2025
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as …
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as Europeans.
Uses ironic/sarcastic framing (declaring Modi as PM) to critique immigration patterns and make comparative ethnic claims about aggression.
HalZane-w1p
Oct 11, 2025
We need ICE in Canada for Indians 😂
We need ICE in Canada for Indians 😂
Uses sarcastic emoji and reference to ICE (immigration enforcement) as dark humor targeting Indian immigrants.
hermannityofficial528
Oct 16, 2025
“We don’t back down from a fight” wasn’t he planning on stepping down?
“We don’t back down from a fight” wasn’t he planning on stepping down?
Sarcastic observation pointing out contradiction between a quoted statement and prior actions, using ironic tone.
@JoseMartinez-dp1to
Mar 4, 2025
What did Africans do to him 😂
What did Africans do to him 😂
The comment uses humor and a laughing emoji to make a sarcastic or ironic observation.
Humor / Satire
0.80
elsamengistu3237
Feb 16, 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)