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
Looks who’s talking not backdown from a fight lol ?
Looks who’s talking not backdown from a fight lol ?
Sarcastic, joking tone about confrontation with unclear reference, likely mocking commentary.
Humor / Satire
0.70
@eastcoastrcbrideau6793
Mar 4, 2025
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every minute. Then sit back and point fingers. The audacity is absurd.
Uses sarcastic, ironic commentary about European/white historical conduct, framed as hypothetical time-machine critique.
mikewang6782
Jan 27, 2026
bro is delusional
bro is delusional
Brief dismissive comment using casual language and sarcasm to mock the subject, likely intended as humorous criticism.
Humor / Satire
0.70
@Standenanian
Mar 4, 2025
PSA: That guy sending you over the border was speaking Hindi
PSA: That guy sending you over the border was speaking Hindi
Appears to be a joking or sarcastic observation about language spoken during border crossing.
Humor / Satire
0.70
gurmgurm
Jan 27, 2026
-1,000,000 IZZAT
-1,000,000 IZZAT
Cryptic comment using 'IZZAT' (honor/respect in South Asian context) with negative framing, likely satirical commentary on immigration.
Humor / Satire
0.70
humanvegetable
Jan 27, 2026
carpet flying?
carpet flying?
Cryptic reference to 'carpet flying' appears to be sarcastic/mocking commentary, likely alluding to stereotypes, though context is unclear.
Humor / Satire
0.70
minh_trader_mnq
Jan 3, 2026
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
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Mocking ethnic stereotypes with laughing emojis suggests satirical intent, though the target and tone are ambiguous.
historywizardusa
Jan 27, 2026
Who needs friends!
Who needs friends!
Sarcastic one-liner responding to trade conflict rhetoric, using irony to critique the deteriorating US-Canada relationship.
Humor / Satire
0.70
@felipemoya9992
Mar 4, 2025
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
Bramladesh!
Bramladesh!
Portmanteau combining 'Bram' and 'Bangladesh' appears to be sarcastic commentary on immigration demographics.
Humor / Satire
0.70
NoBS249
Jan 28, 2026
5:07 no way he is betting the allegation of being a White trash🤣
5:07 no way he is betting the allegation of being a White trash🤣
Commenter uses sarcasm and humor (emoji) to mock a moment in the video, referencing a specific timestamp.
RajivGhosh-ju1er
Jan 27, 2026
Our Fat Nixon is doing us no good, here in the States.
Our Fat Nixon is doing us no good, here in the States.
Uses sarcastic insult ('Fat Nixon') to mock a U.S. political figure, combining humor with implicit us-vs-them framing.
@InternationalScoutIIHarvester
Mar 4, 2025
Ah! böwakawa poussé, poussé Ah! böwakawa poussé, poussé Ah! böwakawa poussé, poussé
Ah! böwakawa poussé, poussé
Ah! böwakawa poussé, poussé
Ah! böwakawa poussé, poussé
The comment appears to be nonsensical repeated phrases, likely intended as absurdist humor or spam-like mockery.
Humor / Satire
0.70
jevfbbeckman5231
Jan 27, 2026
As an American, we should invade Canada
As an American, we should invade Canada
An inflammatory statement that appears to be sarcastic or provocative commentary rather than a serious policy position, though it carries threatening undertones.
@mairricks8476
Mar 4, 2025
TRUMP IS PUTINS TOYBOY.
TRUMP IS PUTINS TOYBOY.
A sarcastic or inflammatory jab using exaggeration and crude language rather than substantive critique.
@gullybull5568
Mar 4, 2025
he FINALLY put his big boy pants on omg
he FINALLY put his big boy pants on omg
Sarcastic praise using colloquial expression to mock political figure's actions.
Humor / Satire
0.70
@Juan-fv4sg
Mar 4, 2025
I hope you stuffed the knife in your prison wallet.
I hope you stuffed the knife in your prison wallet.
Appears to be dark humor/sarcasm making a crude joke, though context is unclear without video reference.
Humor / Satire
0.70
SpaceeApee
Jan 28, 2026
LMAO- KIck rocks you loser. USA does not need you or Canada
LMAO- KIck rocks you loser. USA does not need you or Canada
Uses dismissive humor and sarcasm to reject Canada/Canadians, with an underlying us-vs-them framing.
@JT-th4gy
Mar 4, 2025
Thanks, MAGA. ?
Thanks, MAGA. ?
Sarcastic one-liner thanking MAGA, likely mocking Trump supporters or the political situation with ironic brevity.
Humor / Satire
0.70
@merrickying4264
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)