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
-1,000,000 IZZAT
-1,000,000 IZZAT
Cryptic comment using 'IZZAT' (honor/respect in South Asian context) with negative framing, likely satirical commentary on immigration.
Humor / Satire
0.70
humanvegetable
Jan 27, 2026
Indians nhi khalistani be in your dreams like an ostrich
Indians nhi khalistani be in your dreams like an ostrich
Cryptic, sarcastic comment using wordplay and cultural references in what appears to be a joking or dismissive tone.
mohitmittal6695
Jan 27, 2026
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
Uses ironic wordplay ('make america normal') to satirize political slogans while expressing concern about US political direction.
@floydstash
Mar 4, 2025
You can smell the video from here.
You can smell the video from here.
Sarcastic or joking comment using sensory language to critique the video's quality or content.
Humor / Satire
0.70
MaverickZ007
Jan 27, 2026
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
Opens with physical appearance joke (Castro comparison) then shifts to qualified approval of policy positions.
@chemicalbalance
Mar 4, 2025
Im with that dude 😂
Im with that dude 😂
Brief agreement with laughter emoji, likely expressing humor or ironic support for a previous comment.
Humor / Satire
0.70
YasssB.I.said.whatIsaid
Jan 27, 2026
IT IS BOILING NICELY!!!!!!!!!!!!
IT IS BOILING NICELY!!!!!!!!!!!!
Cryptic exclamatory comment with multiple punctuation marks suggesting sarcastic or ironic commentary, likely referencing tensions 'boiling over' in the immigration/political context.
Humor / Satire
0.70
@AfricaTake2
Mar 4, 2025
It's going down. ?
It's going down. ?
Cryptic, sarcastic comment with emoji suggesting ironic commentary on the situation.
Humor / Satire
0.70
@vonnih3450
Mar 4, 2025
The bike man had it enuf
The bike man had it enuf
Cryptic, brief comment likely referencing video content with humorous intent; unclear but appears to be casual commentary.
Humor / Satire
0.70
ShowmetheEnd
Jan 27, 2026
Kamala somewhere like “told y’all”???
Kamala somewhere like “told y’all”???
Sarcastic reference to Kamala Harris with mocking tone, using humor to comment on political situation.
Humor / Satire
0.70
@MorningWood9inch
Mar 4, 2025
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
Uses sarcasm and mockery toward Trudeau while expressing resilience, with casual tone suggesting ironic commentary.
@southpawsudz3552
Mar 4, 2025
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Sarcastic commentary conflating Elon Musk with US presidency, using irony to critique leadership.
@yayazarellan2086
Mar 4, 2025
Trump!! You are stupid!!
Trump!! You are stupid!!
Brief, inflammatory statement directed at Trump that reads as exasperated venting or sarcastic commentary rather than substantive critique.
Humor / Satire
0.70
@rogersarkady1031
Mar 4, 2025
America being big meanies ???
America being big meanies ???
Uses sarcastic, dismissive language ('big meanies') to mock the characterization of America's actions in a humorous tone.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
Zelenski was talking bad like him, then bend the knee. Welcome to the union, our 51st state.....
Zelenski was talking bad like him, then bend the knee. Welcome to the union, our 51st state.....
Sarcastic commentary comparing Canada to a US state and mocking political submission, using ironic tone about annexation.
@RayRP-s7l
Mar 4, 2025
please no more durka durkas. zeroooo
please no more durka durkas. zeroooo
Uses derogatory slur and sarcasm ('zeroooo') in a mocking tone toward immigrants.
gab-o-r2c
Jan 3, 2026
gabarge this lady reported, Trumps puppy ?
gabarge this lady reported, Trumps puppy ?
Uses sarcastic language and name-calling ('garbage', 'puppy') in a mocking tone toward Trump and the speaker.
Humor / Satire
0.70
@kentphung4489
Mar 4, 2025
No no. That's not part of the deal! We keep commi women..dont pull that bs on me.
No no. That's not part of the deal! We keep commi women..dont pull that bs on me.
Uses sarcasm and absurdist humor to mock what appears to be a previous comment's claim.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Mocking ethnic stereotypes with laughing emojis suggests satirical intent, though the target and tone are ambiguous.
historywizardusa
Jan 27, 2026
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
Uses sarcastic tone and rhetorical questioning to critique Trump's geopolitical strategy regarding Russia.
@Foreverfront
Mar 4, 2025
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)