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
You’re a smart guy Donald. Nope!!!
You’re a smart guy Donald. Nope!!!
Sarcastic comment using irony ('smart guy') followed by negation to mock someone's intelligence or position.
@Get_Outside727
Mar 4, 2025
bike guy is based af hahahaha
bike guy is based af hahahaha
Brief comment expressing approval of a video subject using casual slang and laughter, functioning as humorous commentary on the video content.
miggio0
Jan 29, 2026
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
Uses sarcastic irony to critique Trump's character and intelligence through mock agreement.
@WaverlyGarner
Mar 4, 2025
Trudeau spanking coming soon
Trudeau spanking coming soon
Sarcastic/joking reference to Trudeau receiving punishment, using colloquial language for comedic effect.
Humor / Satire
0.75
@jehanzebn
Mar 4, 2025
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses exaggerated laughter and demographic observation as comedic commentary, with an undertone of identity-based framing.
SamuelParkash-t1z
Jan 27, 2026
POOnjabis. Heavy emphasis on the POO. 💩
POOnjabis. Heavy emphasis on the POO. 💩
Ethnic slur presented as wordplay/pun with emoji, attempting humor through derogatory language.
truthteller4442
Jan 27, 2026
3:12 when the !ndians say there are too many !ndians, you KNOW there are too many !ndians
3:12 when the !ndians say there are too many !ndians, you KNOW there are too many !ndians
Uses ironic commentary (citing Indians' own concerns about Indian immigration) as satirical evidence of oversaturation.
skyraider917
Jan 27, 2026
How's the tariffs coming? Master goof
How's the tariffs coming? Master goof
Uses sarcasm and name-calling ('Master goof') to mock the government in a dismissive, joking manner.
Meeksballs
Jan 3, 2026
Globalist Trudeau on the ropes. Delicious ?
Globalist Trudeau on the ropes. Delicious ?
Uses sarcastic tone ('Delicious') and dismissive framing of Trudeau as a 'Globalist,' combining satire with identity-based criticism.
@RetroGamesCollector
Mar 4, 2025
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 2026
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
When an Asian woman says your driving sucks…
When an Asian woman says your driving sucks…
Makes a joking reference to stereotypes about driving ability, likely responding to video content.
Humor / Satire
0.75
ce9916
Jan 27, 2026
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Lighthearted, joking tone about someone on a bike and relocation, with casual humor.
Northsask333
Jan 27, 2026
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
he is not very clever is he
he is not very clever is he
Uses sarcastic insult to mock a political figure's intelligence.
Humor / Satire
0.75
@anneliezaayman695
Mar 4, 2025
Now next time ask Red Indians how they feel about America 😂😂
Now next time ask Red Indians how they feel about America 😂😂
Sarcastic suggestion to ask Indigenous peoples about America, using humor to critique the video's framing.
DanteDMC21
Feb 10, 2026
DONT THREATEN US BUKO OR WE' LL RAISE IT TO 60 PERCENT YA HEARD! ?
DONT THREATEN US BUKO OR WE' LL RAISE IT TO 60 PERCENT YA HEARD! ?
Uses sarcastic, joking tone with exaggerated threat language to mock Trump's tariff threats humorously.
@exin7778
Mar 4, 2025
This guy with the helmet is a fucking epic Chad
This guy with the helmet is a fucking epic Chad
Casual, hyperbolic praise using internet slang ('Chad') appears to be joking commentary rather than serious engagement.
Humor / Satire
0.75
Truthsneaker
Jan 27, 2026
tRump! OMG!
tRump! OMG!
Brief exclamatory comment with stylized spelling ('tRump') expressing exasperation in a sarcastic tone.
Humor / Satire
0.75
@BAtadCrazy
Mar 4, 2025
แคนาดาพยายามแบ่งแยกอินเดีย แต่พวกเขาไม่รู้ตัวว่ากำลังจะแบ่งแยก 😂😂
แคนาดาพยายามแบ่งแยกอินเดีย แต่พวกเขาไม่รู้ตัวว่ากำลังจะแบ่งแยก 😂😂
Non-English comment (Thai) using ironic/sarcastic tone with laughing emojis about Canada and India, likely satirical commentary.
Humor / Satire
0.75
Lucky-q1i
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)