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
What BS ! Are you familiar with a TV show, The Nanny?\nThis scenario is just like it.\nStop your complaining , and measure up for the good of all.
What BS ! Are you familiar with a TV show, The Nanny?\nThis scenario is just like it.\nStop your complaining , and measure up for the good of all.
Uses sarcasm and a TV show reference to mock complaints, while sarcastically urging acceptance of a situation.
@TheJanice52
Mar 4, 2025
Funny the response of Canada in Trying to make things equal on the trade deficit
Funny the response of Canada in Trying to make things equal on the trade deficit
Ironic observation about Canada's response to trade deficit issues, using sarcasm to critique the approach.
Humor / Satire
0.70
@jasonvesser5765
Mar 5, 2025
holy f brother, at least bring the money. Who tf know what might happen if you're trapped there and they figured out that you were playing with them
holy f brother, at least bring the money. Who tf know what might happen if you're trapped there and they figured out that you were playing with them
Uses crude humor and sarcasm to mock immigration/financial concerns, though with underlying anxiety about deception.
marsinthespacee
Jan 27, 2026
Native Canadians 😂
Native Canadians 😂
Uses laughing emoji to mock the concept of 'Native Canadians' in an ironic commentary.
Humor / Satire
0.70
jakesnake1481
Feb 7, 2026
This place is an ICE gold mine
This place is an ICE gold mine
Uses sarcastic reference to ICE (Immigration and Customs Enforcement) to mock immigration enforcement or the video's subject matter.
T3B-Gaming
Jan 28, 2026
Putin got Trump \nBy the ball.s
Putin got Trump \nBy the ball.s
Sarcastic/ironic commentary using crude wordplay to mock geopolitical power dynamics.
Humor / Satire
0.70
@pauldesmeules9654
Mar 4, 2025
Sounds more like Canada needs the business.
Sounds more like Canada needs the business.
Sarcastic reframing of the relationship dynamic between Canada and the US using ironic understatement.
@skitsotrader141
Mar 4, 2025
lol fertilizers…
lol fertilizers…
Brief sarcastic or dismissive comment using 'lol' to mock a topic.
Humor / Satire
0.70
@ultramax1012
Mar 4, 2025
Customer was giving shit.\nNow he is eating shit from all over the world.\n?
Customer was giving shit.\nNow he is eating shit from all over the world.\n?
Uses crude wordplay and sarcasm to mock a situation, employing ironic commentary about eating/consumption.
Humor / Satire
0.70
@RealisticIndian
Mar 4, 2025
Hm. Maybe Trudeau really did improve for once :D
Hm. Maybe Trudeau really did improve for once :D
Uses sarcastic tone with emoticon to express skepticism about Trudeau's performance, mixing irony with mild criticism.
@notsheerosmemes
Mar 4, 2025
Trump is gonna Fuq around and find out..
Trump is gonna Fuq around and find out..
Uses colloquial, sarcastic language to mock Trump with a threat-based punchline, blending humor with political commentary.
@buttabcool6262
Mar 4, 2025
Pussy car that scared his own truckdrivers.
Pussy car that scared his own truckdrivers.
Uses crude sarcasm and mockery to comment on a political figure's perceived weakness or cowardice.
Humor / Satire
0.70
@ironheart9947
Mar 5, 2025
ELBOWS UP!!!
ELBOWS UP!!!
Cryptic exclamation appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.70
@GothicCinderz
Mar 4, 2025
FOTUS $trikes again. Gawd BLE$$ amerika ?
FOTUS $trikes again. Gawd BLE$$ amerika ?
Sarcastic commentary with dollar signs replacing letters ('$trikes', 'BLE$$') mocking US politics and expressing ironic patriotism.
@walterkocher
Mar 4, 2025
What is Commissaire Trump up to ?
What is Commissaire Trump up to ?
Uses sarcastic title ('Commissaire Trump') to mock or make ironic commentary about a political figure.
Humor / Satire
0.70
@frankcunningham4912
Mar 4, 2025
based indians
based indians
Uses slang ('based') in a sarcastic or ironic manner regarding Indian immigrants.
deadlyninja8391
Jan 29, 2026
If you're not the bike guy already, you will be very soon
If you're not the bike guy already, you will be very soon
Joking prediction about becoming 'the bike guy,' using humor to comment on video content or broader patterns.
Humor / Satire
0.70
Coorsbanquetdad
Jan 27, 2026
Cry baby cry ???????❤it????????????????
Cry baby cry ???????❤it????????????????
Sarcastic or mocking tone with excessive punctuation suggesting ironic commentary.
Humor / Satire
0.70
@raymondpettigrew1744
Mar 4, 2025
Im go to India and turn into USA culture
Im go to India and turn into USA culture
Cryptic, fragmented statement that appears to be sarcastic or joking commentary on cultural identity and immigration.
Humor / Satire
0.70
Howtoget101
Jan 29, 2026
Mr. Trudeau is a true fucking american hero!
Mr. Trudeau is a true fucking american hero!
Sarcastically calls Trudeau an 'American hero,' likely mocking his alignment or policies through ironic praise.
@QGISmaster
Mar 5, 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)