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
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
It’s a shit hole😂
It’s a shit hole😂
Brief dismissive statement with laughing emoji suggesting sarcastic or joking tone rather than serious critique.
Humor / Satire
0.75
Adalmandol
Oct 1, 2025
Tey also show u a ctr finger😂😂😂
Tey also show u a ctr finger😂😂😂
Joking comment with laughing emojis about a gesture shown in the video.
Humor / Satire
0.75
RoslanMohdYusoff
Jan 27, 2026
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Uses dismissive, sarcastic tone with stereotypical references (syrup, business) in a mocking, incoherent style typical of satirical commentary.
@TheGabagool1
Mar 4, 2025
Look here, Trudeau, the scholar, speaking 2 languages. And isn't that French beautiful?
Look here, Trudeau, the scholar, speaking 2 languages. And isn't that French beautiful?
Sarcastic comment praising Trudeau's bilingualism and French language skills, with ironic tone suggesting criticism masked as compliment.
@BosBajC
Mar 4, 2025
Fire Trump ?
Fire Trump ?
Brief, sarcastic comment using wordplay ('Fire Trump') that appears to mock rather than seriously advocate.
Humor / Satire
0.75
@app1mxh
Mar 4, 2025
WE ALL GOING TO END UP WITHOUT TEETH AND one-eyed ?
WE ALL GOING TO END UP WITHOUT TEETH AND one-eyed ?
Absurdist, exaggerated imagery about physical harm appears to be dark humor or sarcasm rather than literal threat prediction.
@catedrademocratica1869
Mar 4, 2025
Trump is a loser clown. The maga party will collaspe and it will be glorious
Trump is a loser clown. The maga party will collaspe and it will be glorious
Uses hyperbolic insults and sarcasm to mock Trump and predict the collapse of MAGA movement.
@SnappySnapfire
Mar 4, 2025
Just seize Trumps bank account you douche. It worked with those damn conservative truckers!!!!
Just seize Trumps bank account you douche. It worked with those damn conservative truckers!!!!
Uses sarcastic/ironic suggestion framed as a joke, with aggressive tone but primarily comedic intent rather than literal proposal.
@gedfullman2609
Mar 4, 2025
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Satirical renaming of Canadian cities with Indian names, mocking demographic changes and cultural transformation through ironic wordplay.
migspedition
Oct 4, 2025
Trump is a clown!!!!\nAmerica needs a better president?
Trump is a clown!!!!\nAmerica needs a better president?
Dismissive characterization of Trump using exaggerated language and rhetorical questioning for comedic effect.
Humor / Satire
0.75
@Kamel718
Mar 4, 2025
What a fusing idiot
What a fusing idiot
Uses crude sarcasm and name-calling ('fusing idiot') to mock someone, employing humor/insult as commentary.
Humor / Satire
0.75
@gabriellondondo8155
Mar 4, 2025
Is it 2028 yet…..here in Chicago….\nWait ….its only been less than 2 months….
Is it 2028 yet…..here in Chicago….\nWait ….its only been less than 2 months….
Uses sarcastic commentary about time passing slowly, expressing impatience with current circumstances through ironic questioning.
@henzbikertv916
Mar 4, 2025
“The art of the deal” ?
“The art of the deal” ?
Sarcastic reference to Trump's book title, implying skepticism about his negotiation tactics through ironic quotation.
Humor / Satire
0.75
@Ricky-to2me
Mar 4, 2025
FRUMP AND FELON the gong show morons!
FRUMP AND FELON the gong show morons!
Uses derisive language and name-calling ('FRUMP AND FELON', 'gong show morons') in a sarcastic, dismissive tone rather than substantive critique.
@Thundernymph
Mar 4, 2025
Yay stock market crash ❤❤❤❤❤❤
Yay stock market crash ❤❤❤❤❤❤
Sarcastic celebration of economic collapse using heart emojis, likely expressing anxiety about economic consequences of immigration policy through ironic commentary.
@mfd8346
Mar 4, 2025
3:28 Pakistani? Makes sense 😂😂
3:28 Pakistani? Makes sense 😂😂
Uses sarcasm and emoji to make a stereotypical association between nationality and behavior, employing humor to critique.
Alif-u8b9j
Oct 7, 2025
Markets on the rise turdo!!!
Markets on the rise turdo!!!
Sarcastic nickname ('turdo') and ironic celebration of market gains, mocking the Prime Minister.
Humor / Satire
0.75
@WinX4206
Mar 4, 2025
well done murica, congrats to the dumbest morron as a president...
well done murica, congrats to the dumbest morron as a president...
Sarcastic insult directed at the US president using exaggeration and name-calling as comedic criticism.
@SoundOFmusiK
Mar 4, 2025
LET'S GO FELON!!
LET'S GO FELON!!
Sarcastic exclamation using ironic language to mock a political figure.
Humor / Satire
0.75
@punkyme
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)