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
The pee tape has really done a lot of heavy lifting
The pee tape has really done a lot of heavy lifting
Sarcastic reference to conspiracy theories ('pee tape') as commentary on the video's framing or broader discourse.
@_Woo
Mar 4, 2025
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Uses sarcasm and ironic tone (emoticon) to mock the video's perceived ideological stance, combining humor with commentary about the video itself.
darktodds
Feb 7, 2026
so the white guy is the one who face racism in there own country 😂
so the white guy is the one who face racism in there own country 😂
Uses ironic commentary and emoji to mock the perceived contradiction of white people claiming racism in their own country.
kebindoka432
Jan 27, 2026
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The comment uses humor and laughter emojis to make a lighthearted joke about driving conditions.
Humor / Satire
0.85
jameshall5440
Feb 7, 2026
I'm not you'r buddy, pal.
I'm not you'r buddy, pal.
Reference to a Canadian cultural meme/catchphrase used humorously, likely ironic commentary on Canadian identity.
Humor / Satire
0.85
@peterkoinzell7983
Mar 5, 2025
Just put trump and dude in a room and lock the door. Whoever comes out alive we’ll go with that deal. They going back and forth while us hard working Americans going through life trying …
Just put trump and dude in a room and lock the door. Whoever comes out alive we’ll go with that deal. They going back and forth while us hard working Americans going through life trying to pay our bills.
Uses dark humor and sarcasm to critique political leadership while expressing frustration about economic hardship.
@koolee3490
Mar 4, 2025
The guy on the bike is a savage 😅😅
The guy on the bike is a savage 😅😅
Casual, approving slang comment with emojis expressing admiration in a lighthearted manner.
Humor / Satire
0.85
louiskwaku8879
Feb 7, 2026
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Uses sarcastic formatting and ironic contrast between fact-checkers and MAGA supporters to satirize political polarization.
@paulciampo2104
Mar 4, 2025
The way he talks to Donald is hilariously like a parent telling a child they're doing something idiotic. He's right, but it doesn't make it any less funny and sad that Donald Trump is someone …
The way he talks to Donald is hilariously like a parent telling a child they're doing something idiotic. He's right, but it doesn't make it any less funny and sad that Donald Trump is someone you have to talk like he's a 5 year old to.
The comment uses sarcasm and ironic humor to critique Trump's intelligence by comparing him to a child, while also commenting on the video's tone.
@kyleohara8700
Mar 4, 2025
From “you will eat da bugs” to “I eat da poo poo”
From “you will eat da bugs” to “I eat da poo poo”
Uses meme-like satirical phrasing to mock or comment on the video's narrative.
Humor / Satire
0.85
Aegis_Seven
Jan 27, 2026
Indian invasion 😂lol ever heard of british invasion
Indian invasion 😂lol ever heard of british invasion
Uses emoji and sarcastic wordplay to mock immigration concerns through historical comparison.
Humor / Satire
0.85
yoink-y3h
Feb 4, 2026
Guy on the bike for prime minister
Guy on the bike for prime minister
Jokingly suggests the bike guy should be prime minister, using ironic hyperbole as commentary.
bobbylytebitch
Jan 27, 2026
Dude! You just lost your “welfare check” from the USA.
Dude! You just lost your “welfare check” from the USA.
Sarcastic jab suggesting Trudeau lost US government support, using humor to mock the situation.
Humor / Satire
0.85
@brendacasey52
Mar 4, 2025
2:15 he aint going anywhere lol🤣🤣
2:15 he aint going anywhere lol🤣🤣
The comment uses laughter emojis and casual dismissal ('aint going anywhere lol') as humorous commentary on the video content.
Humor / Satire
0.85
shibin5362
Feb 10, 2026
Come to Australia next and report on our Indian problem 😂
Come to Australia next and report on our Indian problem 😂
Uses sarcastic emoji and comparative framing to joke about extending the video's topic to Australia, employing ironic tone.
ServoBum
Feb 10, 2026
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
Uses sarcastic humor to challenge the 'greatest country' claim, implicitly comparing Canada or another nation to the USA.
311i0tt6
Feb 6, 2026
bike guy for the canadas presidency😂
bike guy for the canadas presidency😂
Uses joking tone to suggest a video subject for high political office, employing ironic humor.
avishkarandika4473
Feb 6, 2026
Keep pushing down the little guys, cheeto man. Nothing bad ever comes from that. ^w^
Keep pushing down the little guys, cheeto man. Nothing bad ever comes from that. ^w^
Uses sarcasm and ironic commentary ('Nothing bad ever comes from that') with emoticon to mock Trump's policies.
Humor / Satire
0.85
@ajg_711
Mar 4, 2025
oh no Canada is mad at us
oh no Canada is mad at us
Lighthearted, ironic comment about Canada's reaction, using casual tone and exaggeration for comedic effect.
Humor / Satire
0.85
@williambettencourt7041
Mar 4, 2025
"Indian's are usually dirty people" buddy...atleast we know how to wash our ass.
"Indian's are usually dirty people" buddy...atleast we know how to wash our ass.
Uses sarcastic humor and a crude joke to counter a racist stereotype about Indian people, defending group identity.
parulkakkar4066
Feb 4, 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)