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
Wow this dude would make a pretty good governor
Wow this dude would make a pretty good governor
Lighthearted, somewhat sarcastic suggestion about a political figure's potential role.
Humor / Satire
0.65
@jocool562
Mar 4, 2025
South park episode
South park episode
References South Park episode, using pop culture comparison as satirical commentary on the video's content.
rambolowcost
Jan 28, 2026
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
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
America great again yay
America great again yay
Brief, sarcastic expression of support for Trump's 'Make America Great Again' slogan with minimal substantive content.
@flutter8712
Mar 4, 2025
Yeet the Jeets.
Yeet the Jeets.
Slang phrase that appears to be sarcastic/derogatory commentary, mixing humor with ethnic targeting.
Christo_glenn
Sep 29, 2025
trump kins ave IQ 71
trump kins ave IQ 71
Mocking insult about Trump's intelligence using exaggerated formatting, intended as sarcastic attack.
Humor / Satire
0.65
@drdontpassone8164
Mar 4, 2025
Justin Trudeau is crying just like a baby.
Justin Trudeau is crying just like a baby.
Uses mocking comparison ('crying like a baby') to ridicule political figure, though brief and somewhat ambiguous in intent.
Humor / Satire
0.65
@gillessouksanith4878
Mar 4, 2025
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
Bye, Bye...
Bye, Bye...
Minimal comment using 'Bye, Bye' with ellipsis, likely sarcastic or dismissive commentary, though ambiguous in intent.
Humor / Satire
0.65
brettwalters-n4u
Jan 20, 2026
Man on the bike needs be in charge of the country
Man on the bike needs be in charge of the country
Makes a joking or sarcastic suggestion about political leadership, likely ironic commentary rather than serious advocacy.
Youtubewarriorone
Jan 27, 2026
It takes some wandering cows here and there and there you go.
It takes some wandering cows here and there and there you go.
Cryptic sarcastic comment using 'wandering cows' as apparent metaphor, likely mocking immigration discourse.
Humor / Satire
0.65
Mika30041975
Oct 22, 2025
why dont you be out president justin
why dont you be out president justin
Flippant suggestion that Trudeau become U.S. president, likely intended as sarcastic commentary on political leadership.
Humor / Satire
0.65
@linablue-ou1js
Mar 4, 2025
What a guber......
What a guber......
Appears to be sarcastic or dismissive name-calling presented as humorous commentary.
Humor / Satire
0.65
@rustynail8005
Mar 4, 2025
Doиald Tяump is a prick.
Doиald Tяump is a prick.
Brief insult with obfuscated spelling, functioning as crude sarcastic commentary rather than substantive critique.
Humor / Satire
0.65
@Dannybhoy1888
Mar 4, 2025
Ever notice that Kevin McCarthy and Trudeau talk the same way ? Creepy !
Ever notice that Kevin McCarthy and Trudeau talk the same way ? Creepy !
Makes a sarcastic observation comparing McCarthy and Trudeau with an unsubstantiated 'creepy' insinuation presented as humor.
@PingPong-yo3rj
Mar 4, 2025
Nice hand jesters been watching newsom?
Nice hand jesters been watching newsom?
Sarcastic reference to hand gestures and a political figure, likely mocking the speaker's mannerisms.
@k.k.marriott5901
Mar 4, 2025
Burn ? Dollars , Buy Euro ?.
Burn ? Dollars , Buy Euro ?.
Cryptic comment with fire emoji and currency references appears to be sarcastic commentary on economic/financial matters.
Humor / Satire
0.65
@vad1353
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
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
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)