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
Thank God Take birth control if there are too many in poor countries. Dump it there by air! regularily😂😂😂😂😂😂
Thank God Take birth control if there are too many in poor countries. Dump it there by air! regularily😂😂😂😂😂😂
Uses sarcasm and emojis to mock population concerns, though the underlying sentiment expresses demographic anxiety.
DedraKeller-f9x
Apr 13, 2025
Bringing up facts against Herr Trump? Good luck...
Bringing up facts against Herr Trump? Good luck...
Uses sarcasm and irony ('Herr Trump') to mock Trump's resistance to factual criticism.
@HoffmanJDK
Mar 4, 2025
Who cares what that “insufferable tool” says. We’re gonna be enjoying $30 per barrel Russian oil. Maple syrup we can make domestically.
Who cares what that “insufferable tool” says. We’re gonna be enjoying $30 per barrel Russian oil. Maple syrup we can make domestically.
Uses sarcasm and dismissive tone ('insufferable tool') combined with ironic claims about economic self-sufficiency.
@jennifercampbell8939
Mar 4, 2025
Maybe Trump should work to stop the illegal flow of guns and drugs in to Canada lol
Maybe Trump should work to stop the illegal flow of guns and drugs in to Canada lol
Uses ironic humor ('lol') to critique Trump's approach to cross-border issues.
@vacation_fun_makers
Mar 4, 2025
Indian gov i mean canadian government
Indian gov i mean canadian government
Humorous slip-up or intentional joke conflating Indian and Canadian governments.
Humor / Satire
0.80
zignimus5334
Feb 16, 2026
Bro really said “make it make sense” I’m sorry I can’t ?
Bro really said “make it make sense” I’m sorry I can’t ?
Mocking commentary on someone's statement using humor and sarcasm.
@sammarable7287
Mar 4, 2025
indian smuggle canadian into USA thats wild 😂
indian smuggle canadian into USA thats wild 😂
Joking about Indian smuggling operations and cross-border movement with laughing emoji, using ironic tone.
Dragon_Stones-99
Jan 27, 2026
Donald is nt a smart man. You are though to stroke his ego whilst subtly insulting him ?
Donald is nt a smart man. You are though to stroke his ego whilst subtly insulting him ?
Uses ironic humor to critique Trump's intelligence while praising the speaker's diplomatic subtlety.
@Superterminal
Mar 5, 2025
not mims used in politics lol im with canada but that was hilarious (gotta find humor where we can)
not mims used in politics lol im with canada but that was hilarious (gotta find humor where we can)
Uses humor and irony ('mims used in politics') while expressing support for Canada, finding levity in a serious situation.
@ssua3035
Mar 5, 2025
Indians are getting back to their land. 😂😂😂
Indians are getting back to their land. 😂😂😂
Uses sarcastic humor with laughing emojis to comment on Indian immigration, employing ironic framing.
Luckson-j7z
Feb 19, 2026
2:09 is this from Trump's notebook? I think u spent waaaay to much time in Mar-a-lago.
2:09 is this from Trump's notebook? I think u spent waaaay to much time in Mar-a-lago.
Sarcastic comparison to Trump using exaggeration and mockery to critique the politician's approach.
@victorespinosa2805
Feb 20, 2026
Poor baby throwing a tantrum
Poor baby throwing a tantrum
Dismissive, sarcastic characterization of someone's behavior as a 'tantrum,' using mocking tone.
Humor / Satire
0.80
@JayJay-fc2fh
Mar 4, 2025
Canadian Trump 2.0 😂😂😂
Canadian Trump 2.0 😂😂😂
Sarcastic comparison of the politician to Trump using emoji to mock their political approach.
@LionKing10008
Feb 20, 2026
The old Indian guy is so based I'm not even racist towards him lmao
The old Indian guy is so based I'm not even racist towards him lmao
Ironic comment using self-aware humor about racial attitudes, suggesting the commenter found an individual's behavior admirable despite their stated biases.
PriestlyBlock67
Jan 27, 2026
I feel you “make that make sense” if only Trump would just go away ????
I feel you “make that make sense” if only Trump would just go away ????
Uses sarcasm and humor ('make that make sense') to express frustration with Trump while showing implicit support.
@pamelagosch9868
Mar 4, 2025
We need ICE 😂😂😂
We need ICE 😂😂😂
References ICE (Immigration and Customs Enforcement) with laughing emojis, using sarcasm to critique immigration enforcement.
@TheRealGarfieldLZanaya
Feb 19, 2026
Add Hindu Tax. They will leave.
Add Hindu Tax.
They will leave.
Sarcastic suggestion to impose discriminatory tax on Hindu immigrants to drive them away, using dark humor.
deshanrathnayake2737
Feb 24, 2026
Everything Trump touches dies.
Everything Trump touches dies.
Uses hyperbolic, sarcastic phrasing ('Everything Trump touches dies') as a form of political satire.
Humor / Satire
0.80
@antoniahamilton3201
Mar 4, 2025
Well, lets ask the Somalians in Minnesota about their American dream!😂
Well, lets ask the Somalians in Minnesota about their American dream!😂
Uses sarcastic humor and emoji to mock the immigrant success narrative by referencing a comparative example of immigrant struggles.
widescreen1272
Feb 13, 2026
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Uses mocking humor and irony to critique the video creator's appearance while commenting on the hypocrisy of their statements.
davidcheeks682
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)