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
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
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
It’s about fecken time…
It’s about fecken time…
Colloquial expression of frustration using mild profanity and sarcasm, expressing exasperation rather than substantive argument.
Humor / Satire
0.65
marcusaetius9309
Feb 18, 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
Crime fuels liberal party 😐😑😐🙉🙊🙈🖕😠🖕
Crime fuels liberal party 😐😑😐🙉🙊🙈🖕😠🖕
Sarcastic/dismissive comment using emoji to mock political party, blending humor with political critique.
Humor / Satire
0.65
jamesking1495
Oct 2, 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
Donald Musk did Nasi this coming.
Donald Musk did Nasi this coming.
Cryptic wordplay or satirical comment mixing names (Donald, Musk, Trudeau) in a joking manner, though meaning is unclear.
Humor / Satire
0.65
@edism
Mar 4, 2025
Shout out Innada!😂
Shout out Innada!😂
Brief shout-out with laughing emoji, likely mocking or joking about a political figure or reference.
Humor / Satire
0.65
crus2334
Feb 7, 2026
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
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
F you Canada, tastes good huh?
F you Canada, tastes good huh?
Cryptic, sarcastic comment with unclear reference but tone suggests ironic commentary rather than literal sentiment.
Humor / Satire
0.65
trevor5672
Jan 27, 2026
Da niga driving tuk tuk in Canada lmao 🤣
Da niga driving tuk tuk in Canada lmao 🤣
Joking comment with emoji about an immigrant worker, using humor though with potentially offensive language.
Humor / Satire
0.65
cyberdragon9826
Feb 28, 2026
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
Non-tariff? FAFO
Non-tariff? FAFO
Cryptic response using acronym 'FAFO' (Find Out) in apparent sarcastic commentary on tariff negotiations.
Humor / Satire
0.65
@YoutubeAdsSuck
Mar 4, 2025
Looks like a sausage fest city.
Looks like a sausage fest city.
Brief, oblique comment that appears to be a joke or crude observation about the video's visual content.
Humor / Satire
0.65
BOMBON187
Jan 27, 2026
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
YEET THE JEET
YEET THE JEET
Appears to be a derogatory slur or ethnic joke using wordplay, combining satire with identity-based framing.
Embauss
Jan 27, 2026
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
The Indians are so funny
The Indians are so funny
Vague comment using humor or stereotyping about Indian immigrants, though intent is ambiguous.
SavageThrifter
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)