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
Bumpy's reality politics are destroying the world. His butt fuck buddy boy thingy with Putin is disgusting. Do we really have to put up with four years of this wankerism?
Bumpy's reality politics are destroying the world. His butt fuck buddy boy thingy with Putin is disgusting. Do we really have to put up with four years of this wankerism?
Expresses alarm through crude humor and sarcasm rather than substantive policy critique.
@janetrickwood2484
Mar 4, 2025
He is awesome! Trudeau for American president!
He is awesome! Trudeau for American president!
Sarcastically suggests Trudeau should be US president, mixing praise with absurdist humor to critique American politics.
@shawnster3396
Mar 4, 2025
5:22 BAAASED
5:22 BAAASED
Comment uses internet slang ('BAAASED') to humorously react to a specific video moment.
landonkrollins
Jan 27, 2026
What Trump's need is a spanking from somebody, He acting like a baby
What Trump's need is a spanking from somebody, He acting like a baby
Uses sarcastic/insulting comparison (acting like a baby) as humorous criticism of Trump.
Humor / Satire
0.75
@Rember.
Mar 4, 2025
Je veut une complications du mec en bike 😂😂😂
Je veut une complications du mec en bike 😂😂😂
French-language comment making a joke with laughing emojis, appears to be humorous commentary on video content.
Humor / Satire
0.75
MrDamatick
Mar 3, 2026
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Uses dark humor/sarcasm referencing a historical figure to suggest drastic action is needed.
seanpelletier
Jan 28, 2026
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Uses sarcastic/joking stereotype about Indian drivers to mock a group, combining humor with ethnic stereotyping.
FrequentFlyer_MIA
Jan 27, 2026
Why can’t we have a good-looking, intelligent president?
Why can’t we have a good-looking, intelligent president?
Rhetorical question sarcastically criticizing Trump's appearance and intelligence.
Humor / Satire
0.75
@teachthechildren2
Mar 4, 2025
do i run from police??? ya
do i run from police???
ya
Appears to be a joking or sarcastic exchange mimicking dialogue, likely referencing content from the video in a humorous way.
Humor / Satire
0.75
Shmunkident-it2kb
Jan 28, 2026
They have their own flag on candian land 0:03 😂
They have their own flag on candian land 0:03 😂
Uses sarcasm and emoji to mock the presence of non-Canadian symbols, blending humor with identity-based critique.
fructured
Jan 27, 2026
Please annex Minnesota!
Please annex Minnesota!
Jocular suggestion to annex a U.S. state, using humor to comment on cross-border relations.
@jeverrett9757
Mar 4, 2025
Shock shock shock.............................................
Shock shock shock.............................................
Uses repetition and ellipsis sarcastically to mock or express ironic resignation about predictable negative outcomes.
Humor / Satire
0.75
kevinchan2491
Jan 27, 2026
I wanna get an indian lady boonnchattttttttt😂😂😂
I wanna get an indian lady boonnchattttttttt😂😂😂
Sexually suggestive joke with exaggerated spelling and emojis, functioning as crude humor commentary.
Humor / Satire
0.75
abandonedtownexplorations8736
Jan 27, 2026
Nice move PM Trudeau! I think Trump is under the influence of Fentanyl. Just like our former president DU30.
Nice move PM Trudeau! I think Trump is under the influence of Fentanyl. Just like our former president DU30.
Uses sarcasm and absurdist comparison (fentanyl influence) to mock Trump, with a comparative reference to another leader.
@olben68
Mar 4, 2025
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
Uses a derogatory pun on the Prime Minister's name as sarcastic commentary, combining wordplay with political criticism.
grantboucher9342
Feb 25, 2026
When a leader has a brain , a heart and a vocabulary with more than 20 words.
When a leader has a brain , a heart and a vocabulary with more than 20 words.
Sarcastic jab at a leader's intelligence and communication skills, implying contrast with a more capable alternative through ironic understatement.
@veeherreraJanecka
Mar 4, 2025
I can't believe that clown trump and his minion elon musk
I can't believe that clown trump and his minion elon musk
Sarcastic, dismissive commentary using 'clown' and 'minion' language with a mocking tone toward political figures.
@pedro75392
Mar 4, 2025
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
Uses the 'fine line between genius and insanity' idiom sarcastically to critique Musk/Trump, blending humor with political commentary.
@bobbrown8661
Mar 4, 2025
Those drivers NEED Chinese EVs to do driving for them!
Those drivers NEED Chinese EVs to do driving for them!
Sarcastic suggestion using ethnic stereotype about driving ability, combining humor with identity-based commentary.
honesty_-no9he
Jan 27, 2026
saaaaaaaaaaaar look at me . i am white now
saaaaaaaaaaaar look at me . i am white now
Sarcastic comment using exaggeration to mock or comment on racial/ethnic identity, likely satirizing assimilation or racial dynamics.
podcatchannels2292
Feb 7, 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)