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
How it started: ?\nHow it's going: ?
How it started: ?\nHow it's going: ?
Uses the 'How it started vs. how it's going' meme format with question marks, implying ironic commentary on a situation's deterioration.
Humor / Satire
0.85
@DrewK-e2i
Mar 4, 2025
15:49 oh no! He called him Donald! Run Donald! Ruuuuunnn!!!!!!! ??
15:49 oh no! He called him Donald! Run Donald! Ruuuuunnn!!!!!!! ??
Mocking commentary on a video moment, using exaggerated dramatic language and emojis for comedic effect.
@The-VoiceofReason
Mar 4, 2025
Oh no! Canada has always been so faithful to US!
Oh no! Canada has always been so faithful to US!
Uses ironic tone to comment on Canada's historical loyalty to the US, suggesting skepticism about that characterization.
Humor / Satire
0.85
@joannakimball2024
Mar 5, 2025
Cartoon Network ?
Cartoon Network ?
Uses a dismissive comparison to Cartoon Network, sarcastically mocking the content or Trudeau's presentation.
Humor / Satire
0.85
@CharlesDaniels-j7e
Mar 4, 2025
Canada ❌ Canindian ✅
Canada ❌
Canindian ✅
Playful wordplay mocking Canadian identity/spelling through checkmark/X format, using sarcasm to critique national branding.
aburaselshontu
Feb 27, 2026
I agree with 99% of his speech, except the part where he calls Donald smart.
I agree with 99% of his speech, except the part where he calls Donald smart.
Uses ironic agreement followed by sarcastic contradiction to mock a political figure's characterization.
Humor / Satire
0.85
@goemon9378
Mar 4, 2025
I love how you have to pay thousands of dollars to get smuggled across each country when it cost less to get a passport 😂
I love how you have to pay thousands of dollars to get smuggled across each country when it cost less to get a passport 😂
Uses ironic humor and emoji to mock the illogical economics of human smuggling versus legal immigration pathways.
Humor / Satire
0.85
Cosgaming1217
Feb 11, 2026
у этого парня просто стальные яйца
у этого парня просто стальные яйца
Russian slang expression ('steel balls') used as colloquial praise/admiration, functioning as informal commentary rather than substantive argument.
Humor / Satire
0.85
vik_c7
Feb 10, 2026
Dumb Americans. Drumpf is peeling his people like potatoes
Dumb Americans. Drumpf is peeling his people like potatoes
Uses sarcastic insult and crude metaphor to mock American political leadership in humorous tone.
Humor / Satire
0.85
@nathanwakeman3138
Mar 5, 2025
I thought he was gonna start rapping for a sec
I thought he was gonna start rapping for a sec
Makes a joking observation about the speaker's delivery style, treating the video content humorously rather than engaging with substantive content.
@manuel3hernandez
Mar 4, 2025
The guy is a joker.. this conference sounds like a spurned lover unable to contact his love interest so making a message for her to see
The guy is a joker.. this conference sounds like a spurned lover unable to contact his love interest so making a message for her to see
Uses sarcastic metaphor comparing the speaker to a spurned lover, employing ironic commentary on the speech.
Humor / Satire
0.85
@LS-ql4wp
Mar 4, 2025
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Uses sports metaphor and playful language to humorously frame a political interaction as entertainment.
Humor / Satire
0.85
@DeanDaniell-s7b
Mar 4, 2025
Blah blah blah b?Blah blah blah ??
Blah blah blah b?Blah blah blah ??
Dismissive nonsense phrase used sarcastically to mock or trivialize the preceding discussion.
Humor / Satire
0.85
@noahacero6742
Mar 5, 2025
country elects guy who went bankrupt 7 times... expected result occurs.
country elects guy who went bankrupt 7 times... expected result occurs.
Uses sarcastic framing ('expected result occurs') to critique a political figure's bankruptcy history, combining ironic commentary with implicit policy criticism.
@captoblivious1
Mar 4, 2025
It's the war of 1812 all over again! And canada beat us that time too! XD
It's the war of 1812 all over again! And canada beat us that time too! XD
Uses historical reference and joking tone (XD) to humorously compare current events to the War of 1812, with comparative framing between Canada and the US.
@LakeLee-r1g
Mar 5, 2025
Oops, orange man might have made Canada great again. ?
Oops, orange man might have made Canada great again. ?
Sarcastic comment inverting the 'Make America Great Again' slogan to suggest Trump might have benefited Canada instead.
Humor / Satire
0.85
@Wheese8
Mar 4, 2025
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
Sarcastic commentary about viewership numbers and mocking tone toward a political figure, with ironic 'LOL' framing.
@iammofrank
Mar 4, 2025
DJT got owned there
DJT got owned there
Brief sarcastic or mocking comment suggesting Trump was defeated or embarrassed in an exchange.
Humor / Satire
0.85
@smallakam7310
Mar 5, 2025
Can’t see how this is going to “Make America Great Again”!
Can’t see how this is going to “Make America Great Again”!
Sarcastic commentary questioning whether current US-Canada tensions align with Trump's campaign slogan.
Humor / Satire
0.85
@alfredcolyer1524
Mar 4, 2025
The colonizers are being colonized 😂😂😂
The colonizers are being colonized 😂😂😂
Uses ironic/sarcastic framing about colonization with laughing emojis, playing on historical power dynamics in a joking manner.
unknown67s8
Feb 11, 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)