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
Love it how we call him Donald now ????
Love it how we call him Donald now ????
Sarcastically comments on the informal use of Trump's first name, with humorous tone about discourse conventions.
@maggiemoore8592
Mar 4, 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
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
Uses sarcastic tone ('They got what they voted for') and schadenfreude to mock Republican voters facing tariff consequences.
Humor / Satire
0.75
@kalengkong
Mar 4, 2025
Canada is not a real place.
Canada is not a real place.
Makes an absurdist or sarcastic statement questioning Canada's existence, likely as ironic commentary.
ChutterBuggins
Jan 27, 2026
Morons Are Governing America.
Morons Are Governing America.
Brief dismissive statement using capitalization for emphasis, functioning as sarcastic commentary on American governance.
Humor / Satire
0.75
@bpalpha
Mar 4, 2025
Enjoy it, little punks ?
Enjoy it, little punks ?
Brief sarcastic or mocking comment using casual language and tone to express derision.
Humor / Satire
0.75
@readingrainbow8112
Mar 4, 2025
Han-ewman canadian version
Han-ewman canadian version
A brief, cryptic joke comparing someone to a 'Canadian version' of a character, likely referencing the video's content with ironic humor.
AFNFRAJ
Jan 29, 2026
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
Uses ironic observation about global political changes (Trudeau resigns, Trump returns, Putin stays) with satirical tone.
@brigantinus8174
Mar 4, 2025
You were lucky to say you were from Portugal! xD We are mostly good people , you need to work on that "obrigado" tho 😂😂
You were lucky to say you were from Portugal! xD We are mostly good people , you need to work on that "obrigado" tho 😂😂
Uses lighthearted joking about Portuguese identity and language, with friendly teasing tone and emojis.
Hearthstone-Ideas
Jan 29, 2026
Trudeau definitely would fit right in at CNN when he gets the boot?
Trudeau definitely would fit right in at CNN when he gets the boot?
Sarcastic prediction that Trudeau would fit well at CNN, using ironic commentary about his political future.
Humor / Satire
0.75
@creepyrs3
Mar 4, 2025
He sounds like a white parent that's trying to punish there rebellious son ?
He sounds like a white parent that's trying to punish there rebellious son ?
Humorous comparison of Trudeau's demeanor to a parent disciplining a child, using ironic framing.
Humor / Satire
0.75
@matthennessey4430
Mar 4, 2025
Chalice! as they say in Canada.
Chalice! as they say in Canada.
Uses colloquial Canadian slang ('Chalice') in a lighthearted, joking manner about Canadian culture.
Humor / Satire
0.75
@gmicg
Mar 4, 2025
this is what karma colonialism must look like so happy to see it is as indian
this is what karma colonialism must look like so happy to see it is as indian
Sarcastically frames immigration as 'karma' for colonialism, using ironic commentary on historical role reversal.
aryavrat22
Oct 27, 2025
Donald Trump is America's Putin
Donald Trump is America's Putin
Uses sarcastic comparison equating Trump's America with Putin's Russia through ironic anthem suggestion.
@Bigjonmetal
Mar 4, 2025
Sell Canada to usa
Sell Canada to usa
Absurdist, tongue-in-cheek suggestion that appears to be sarcastic commentary rather than serious proposal.
Humor / Satire
0.75
arosKarmxarya
Jan 27, 2026
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
Combines sarcastic commentary about cultural/religious identity with humor, mocking someone's understanding of Indian and Muslim communities.
thedopeopera9281
Jan 27, 2026
You should take off the light and that will teach the Trumpet a lesson
You should take off the light and that will teach the Trumpet a lesson
Uses absurdist humor and wordplay ('Trumpet') to mock Trump through a nonsensical suggestion.
Humor / Satire
0.75
@charlenelegerton6288
Mar 4, 2025
Trump is a D-Bag?
Trump is a D-Bag?
Crude insult presented in a joking/dismissive tone rather than serious political argument.
Humor / Satire
0.75
@DennisGregory-w1e
Mar 4, 2025
Nick Shirley? Where are you Brampton I'm telling ya lol
Nick Shirley? Where are you Brampton I'm telling ya lol
A joking reference to a person named Nick Shirley and Brampton, using casual humor without substantive content about immigration.
Clock-WatcherMusic
Jan 27, 2026
here we go lmao
here we go lmao
Expresses amusement or ironic commentary with 'lmao' suggesting satirical tone about the topic.
Humor / Satire
0.75
dsn1460
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)