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
Who wants to play cowboys and indians?
Who wants to play cowboys and indians?
Appears to be a joking reference to a children's game, possibly with ironic undertones given the video context.
Humor / Satire
0.65
jamesbennett5189
Jan 29, 2026
Dam…Dam….Dam…..?
Dam…Dam….Dam…..?
Cryptic expression of frustration using repetition and punctuation for comedic or sarcastic effect.
Humor / Satire
0.65
@ervinrenixjr5704
Mar 4, 2025
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
Uses aggressive sarcasm and crude language to mock immigrant work ethic claims, though the tone is hostile rather than clearly comedic.
Chocolovers
Sep 22, 2025
Your paganism will get you nowhere except paganing to cow shit
Your paganism will get you nowhere except paganing to cow shit
Absurdist, nonsensical insult mixing religious and scatological references suggests sarcastic or trolling intent rather than literal argument.
ShinraSibu
Jan 27, 2026
TRAMP will make and making america GREAT again.????????????????????????? USA next time wote for another uneducated douchebag to meke america even more greater.??????????? and by the way when tramp was shot, i doubt he got shot …
TRAMP will make and making america GREAT again.????????????????????????? USA next time wote for another uneducated douchebag to meke america even more greater.??????????? and by the way when tramp was shot, i doubt he got shot in the EAR. IT CLEARLY HE WAS SHOT IN THE HEAD. HE GOT BRAIN DAMAGE .????????
Uses sarcasm and exaggeration (excessive question marks, mocking 'GREAT again') to satirize Trump supporters and make ironic commentary about his fitness.
@daviddvz676
Mar 4, 2025
Don’t judge a book by his cover!
Don’t judge a book by his cover!
Brief idiomatic statement that appears to be ironic commentary on judging political figures.
Humor / Satire
0.65
@PodainaLand
Mar 4, 2025
Why do I smell something?
Why do I smell something?
Cryptic rhetorical question likely intended as sarcastic or joking commentary, though meaning is ambiguous.
Humor / Satire
0.65
VladimirVladimirov-he1rp
Jan 27, 2026
lol go crawl under a rock
lol go crawl under a rock
Dismissive joke/taunt directed at another commenter rather than substantive engagement.
Humor / Satire
0.65
@sammieg8641
Mar 4, 2025
So feminine. BETA!
So feminine. BETA!
Uses sarcastic insult ('feminine,' 'BETA') as mocking commentary on political figure.
Humor / Satire
0.65
@keepingtorah9832
Mar 4, 2025
This is a mess for the USA……I Thought “someone” was supposed to be making America great again
This is a mess for the USA……I Thought “someone” was supposed to be making America great again
Sarcastic reference to Trump's 'Make America Great Again' slogan applied to current chaos; ironic commentary.
Humor / Satire
0.65
@JustLissa1
Mar 4, 2025
Ya, the o ly intelligence he's spoken in 9yrs
Ya, the o ly intelligence he's spoken in 9yrs
Brief sarcastic comment praising a leader's intelligence statement with ironic tone.
Humor / Satire
0.65
@DebraPereversoff
Mar 4, 2025
And it has hit the fan.
And it has hit the fan.
Idiomatic expression 'hit the fan' used sarcastically or humorously to comment on escalating consequences.
Humor / Satire
0.65
@m3talentagency680
Mar 4, 2025
twice cooked trump fear nothing
twice cooked trump fear nothing
Cryptic, sarcastic reference to Trump with unclear meaning, likely ironic commentary.
Humor / Satire
0.65
@frankwhen284
Mar 4, 2025
CNN & Castro Jr have something in common.
CNN & Castro Jr have something in common.
Cryptic sarcastic comparison between CNN and Trudeau suggesting shared negative qualities.
Humor / Satire
0.65
@theylivewesleep9607
Mar 4, 2025
That’s fair exchange no harm
That’s fair exchange no harm
Cryptic idiomatic phrase suggesting ironic or sarcastic commentary on a trade/political exchange.
Humor / Satire
0.65
@joemohan5079
Mar 4, 2025
to all my Canadian friends, it' time to buy FPV drone and get really good at piloting it.
to all my Canadian friends, it' time to buy FPV drone and get really good at piloting it.
Uses sarcastic/ironic tone to suggest Canadians prepare for conflict, mixing dark humor with implied threat.
@mayasej
Mar 4, 2025
I bet Trump will mention this in one of his conferences. Mark my words 😅
I bet Trump will mention this in one of his conferences. Mark my words 😅
Speculates humorously (with emoji) that Trump will reference this video, mixing prediction with sarcasm.
Dani-tl2ln
Jan 27, 2026
Trump is an absolute moron. Always has been, always will be.
Trump is an absolute moron. Always has been, always will be.
Hyperbolic, repetitive insult phrased as exasperated commentary rather than substantive argument.
Humor / Satire
0.65
@AdrianG13
Mar 4, 2025
Trump is a ?. Vance is a?
Trump is a ?. Vance is a?
Uses question marks as placeholders for insults, employing sarcasm and incomplete statements for comedic effect.
Humor / Satire
0.65
@fulm1n314
Mar 4, 2025
Oh god, the poop festival is back!
Oh god, the poop festival is back!
Uses crude humor and sarcasm to mock anticipated negative/xenophobic comments, though the tone suggests underlying concern.
davidschmidt2081
Jan 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)