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
Yay stock market crash ❤❤❤❤❤❤
Yay stock market crash ❤❤❤❤❤❤
Sarcastic celebration of economic collapse using heart emojis, likely expressing anxiety about economic consequences of immigration policy through ironic commentary.
@mfd8346
Mar 4, 2025
This guy with the helmet is a fucking epic Chad
This guy with the helmet is a fucking epic Chad
Casual, hyperbolic praise using internet slang ('Chad') appears to be joking commentary rather than serious engagement.
Humor / Satire
0.75
Truthsneaker
Jan 27, 2026
2:25 Then tell them to go to Punjab lol a great example by the host!
2:25 Then tell them to go to Punjab lol a great example by the host!
References a specific timestamp and makes a sarcastic joke about the host's suggestion to go to Punjab.
emilyannagarrett196
Feb 8, 2026
I see the problem, Canadians are just too nice bruhh like how are they this patient?
I see the problem, Canadians are just too nice bruhh like how are they this patient?
Uses ironic humor to characterize Canadians as overly patient/nice, with a casual tone suggesting satirical commentary on national character.
Mechadori
Feb 9, 2026
well done murica, congrats to the dumbest morron as a president...
well done murica, congrats to the dumbest morron as a president...
Sarcastic insult directed at the US president using exaggeration and name-calling as comedic criticism.
@SoundOFmusiK
Mar 4, 2025
Awesome announcement and very thorough...a SLAPPPppp to trumpass
Awesome announcement and very thorough...a SLAPPPppp to trumpass
Uses sarcastic wordplay ('SLAPPPppp to trumpass') to mock Trump while praising Canada's response.
@momoreno944
Mar 4, 2025
He’s cry baby pay
He’s cry baby pay
A brief, sarcastic insult using wordplay ('cry baby pay') as mocking commentary on a political figure.
Humor / Satire
0.75
@JoshuaCornwell-jf4fq
Mar 4, 2025
Stop being a crybaby!!!
Stop being a crybaby!!!
Dismissive taunt using sarcasm to mock what the commenter perceives as weakness or complaining.
Humor / Satire
0.75
@dar13rell
Mar 4, 2025
So this is elbows up? This is what we get?
So this is elbows up? This is what we get?
Uses sarcastic rhetorical questions to mock the government's response as inadequate.
Humor / Satire
0.75
Sean-CPRedacted
Jan 12, 2026
He's more American then trump?\nWtf He's talking about \nDon't worry about Americans
He's more American then trump?\nWtf He's talking about \nDon't worry about Americans
Sarcastic dismissal questioning Trudeau's claim with rhetorical absurdity and telling Americans not to worry.
Humor / Satire
0.75
@claudiuserban6164
Mar 4, 2025
Ay bro pulled up to mtl
Ay bro pulled up to mtl
Casual, joking comment about someone arriving in Montreal using colloquial slang ('Ay bro pulled up').
Humor / Satire
0.75
vincentbeaudet9506
Jan 28, 2026
putin and xi eating popcorn clapping their hands while watching trump wrecking the alliance ..US voted a clown 'now watched your circus
putin and xi eating popcorn clapping their hands while watching trump wrecking the alliance ..US voted a clown 'now watched your circus
Uses satirical imagery and sarcasm to critique US leadership and geopolitical consequences, comparing nations.
@jezzeldelapena9603
Mar 4, 2025
That guy on the bike and Africans 😂 wtf man.
That guy on the bike and Africans 😂 wtf man.
Uses sarcastic laughter and casual dismissal to mock or comment on the video content and people depicted.
Apparentlykelly2.0
Jan 27, 2026
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Sarcastically suggests Canada cut electricity to the U.S. as retaliation, using hyperbolic humor to critique American policy.
@JoeL-zx2tl
Mar 4, 2025
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
The comment uses ironic commentary about Trump's intelligence, sarcastically suggesting his mother's criticism now 'makes sense' in light of his business acumen—a sarcastic jab presented as humorous observation.
@InspiredBeastWorldWide
Mar 4, 2025
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
Humorous observation about a video subject's interaction with a human smuggler, using sarcasm ('trolling') to comment on the video content.
goodfty
Jan 27, 2026
Lol this dude is fake af
Lol this dude is fake af
Brief dismissive comment with casual tone suggesting the speaker is inauthentic.
Humor / Satire
0.75
@kylesawkon4074
Mar 4, 2025
?? ?we are winning so much I am so tired of winning so much ?? good luck red states that Canada ?? provides electricity ⚡️ lights off
?? ?we are winning so much I am so tired of winning so much ?? good luck red states that Canada ?? provides electricity ⚡️ lights off
Sarcastic commentary using ironic language ('tired of winning') and fragmented humor comparing US and Canadian situations.
@Kambuchaman
Mar 4, 2025
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
Uses casual, joking tone ('lmao wtf xdd') to mock the video subject's decision, employing sarcasm rather than serious critique.
Humor / Satire
0.75
kingjasko
Jan 28, 2026
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Caucasians can now ✅ check the box on forms asking
*”Are you part of a visible minority”*
Uses sarcastic irony to comment on demographic change and minority status categorization.
nemesis851_
Feb 27, 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)