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
Say we are fucked without saying we are fucked
Say we are fucked without saying we are fucked
Uses ironic wordplay and sarcasm to express pessimism about the situation without stating it directly.
Humor / Satire
0.90
@wizardcowboyailen
Mar 4, 2025
Canada, you should build a wall, before Americans become the next generation of illegal immigrants, as climate, politics and their economy makes their country inhospitable… just joking of course… or not?
Canada, you should build a wall, before Americans become the next generation of illegal immigrants, as climate, politics and their economy makes their country inhospitable… just joking of course… or not?
Uses ironic joking about building a wall and American climate/economic crisis, with explicit acknowledgment of sarcasm.
@CelineRelecom
Mar 4, 2025
The only lie he said is that Donald is a smart man.
The only lie he said is that Donald is a smart man.
Sarcastic joke implying the speaker made a false claim about Trump's intelligence.
Humor / Satire
0.90
@shermansmith8356
Mar 4, 2025
Is that Bryan Cranston standing behind JT? He might be the one making the fentanyl
Is that Bryan Cranston standing behind JT? He might be the one making the fentanyl
A joking comment comparing someone to Bryan Cranston and making a sarcastic reference to fentanyl production.
Humor / Satire
0.90
@douglascurtin3512
Mar 4, 2025
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Uses sarcasm ('shocked… NOT!') to mock or express cynicism about the video's content.
Humor / Satire
0.90
Coleworldyeg
Feb 18, 2026
AAhahahaha what a clown.
AAhahahaha what a clown.
Mocking, dismissive comment using laughter and name-calling as satirical criticism of Trump.
Humor / Satire
0.90
@alg678
Mar 4, 2025
4:10 Man is savage 😂
4:10 Man is savage 😂
Uses laughing emoji and 'savage' slang to express amusement at a moment in the video, indicating humorous appreciation.
Humor / Satire
0.90
astonandrews4916
Feb 21, 2026
Blistering lol
Blistering lol
A brief, approving exclamation using colloquial language to express amusement or agreement with the video content.
Humor / Satire
0.90
@svoldock8991
Mar 4, 2025
HEY CANADA, can you please invade us? LOL
HEY CANADA, can you please invade us? LOL
Joking request for Canada to invade another country, marked with 'LOL' to signal satirical intent.
Humor / Satire
0.90
@neohelios77
Mar 4, 2025
No maple syrup for the US? NOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
No maple syrup for the US? NOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
Humorous exaggerated reaction to potential trade restrictions on maple syrup, using comedic hyperbole and extended exclamation marks for satirical effect.
Humor / Satire
0.90
@A_Dornan_1776
Mar 4, 2025
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
String of laughing emojis indicating amusement or sarcastic response to the video content.
Humor / Satire
0.90
ShamimHosain-t8v
Feb 20, 2026
Not the Africans catching strays lol
Not the Africans catching strays lol
Ironic/joking comment using slang ('catching strays') to mock the targeting of Africans in previous comments.
Humor / Satire
0.90
PastelPixie99
Mar 3, 2026
Putin hasn't been able to take Kiev in 3 years, \nbut managed to take Washington in 5 weeks.
Putin hasn't been able to take Kiev in 3 years,
\nbut managed to take Washington in 5 weeks.
Commenter uses ironic comparison (Putin's military failure vs. political success in US) as satirical commentary on Trump-Putin relationship.
Humor / Satire
0.90
@romeowong84
Mar 4, 2025
Can California defect from America and become part of Canada? I want to be Cali-nadian!
Can California defect from America and become part of Canada? I want to be Cali-nadian!
Playful, tongue-in-cheek comment using humor to express preference for Canada over the US through a fictional scenario.
Humor / Satire
0.90
@TheBonyLevi
Mar 4, 2025
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
Mocking ironic commentary pointing out hypocrisy through sarcasm and laughter.
Humor / Satire
0.90
13Pappahumain
Feb 20, 2026
Governor Trudeau sounds funny…
Governor Trudeau sounds funny…
Humorous comment mocking Trudeau's title as 'Governor' rather than Prime Minister, using ironic wordplay.
Humor / Satire
0.90
@Drkp23
Mar 4, 2025
buddy can not handle are Canadian winters hahaha got to come warmer next time brutha
buddy can not handle are Canadian winters hahaha got to come warmer next time brutha
Joking comment about Canadian winters being difficult for immigrants, using casual humor and sarcasm.
Humor / Satire
0.90
Hhonestlyspking
Feb 4, 2026
Oh noooooooo my maple syrup is going to cost 25% more ?
Oh noooooooo my maple syrup is going to cost 25% more ?
Sarcastic comment about tariff impacts on maple syrup prices, using exaggerated concern as comedic commentary on trade consequences.
@AreeaYassan
Mar 4, 2025
The state of the world right now reminds me of my parking lot at work.....just an absolute shit show
The state of the world right now reminds me of my parking lot at work.....just an absolute shit show
Uses humorous analogy comparing world events to a chaotic parking lot as satirical commentary.
Humor / Satire
0.90
@tombob4002
Mar 4, 2025
If only we could import some of your politeness to instill in our government officials—we would wholeheartedly pay the 25% tariff on it!
If only we could import some of your politeness to instill in our government officials—we would wholeheartedly pay the 25% tariff on it!
Uses ironic, joking tone to contrast Canadian politeness with American government behavior while accepting tariff consequences.
@BNFaraj-vy9zh
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)