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 the irony of “Donald is smart”
Love the irony of “Donald is smart”
Ironic commentary pointing out contradiction in a statement about Donald Trump's intelligence.
Humor / Satire
0.80
@kellycachoeira2366
Mar 4, 2025
OH NO!! Trump is probably worried now??
OH NO!! Trump is probably worried now??
Sarcastic, rhetorical question mocking Trump's potential concern about Canadian actions.
Humor / Satire
0.80
@Jefe-qh8kd
Mar 4, 2025
Yes, donald, President Trudeau is speaking to you, clown!!! ??
Yes, donald, President Trudeau is speaking to you, clown!!! ??
Sarcastic jab at Trump using ironic address and name-calling with emojis, employing humor to critique.
Humor / Satire
0.80
@sukikom2259
Mar 4, 2025
Trudeau? Literally who?
Trudeau? Literally who?
Uses dismissive sarcasm and feigned ignorance about Trudeau as ironic commentary on his relevance.
@abcdeabcde4877
Mar 4, 2025
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Uses sarcastic, ironic commentary about humanity and societal decline with a joking tone.
Humor / Satire
0.80
@JodyMelvin
Mar 4, 2025
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
Sarcastically trivializes Trudeau's appearance (wearing a suit) as the most important takeaway from an interview, mocking superficial media focus.
@magicmystery4211
Mar 4, 2025
This guy suddenly acting as a Best PM in his entire 10 years. A real Joker of Canada
This guy suddenly acting as a Best PM in his entire 10 years. A real Joker of Canada
Uses sarcasm and mockery ('Joker') to criticize the PM's recent policy positioning as inauthentic.
@A.Kumar412
Mar 4, 2025
Donald is just another duck who should be working in disneyworld
Donald is just another duck who should be working in disneyworld
Uses absurdist humor and insult to mock a political figure through satirical comparison.
Humor / Satire
0.80
@bk1931
Mar 4, 2025
And to think...Trump still doesn't know how Tariffs work!
And to think...Trump still doesn't know how Tariffs work!
Uses sarcastic humor to mock Trump's understanding of tariff economics.
@_h1ghlife_
Mar 4, 2025
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
Uses sarcastic irony ('tears of pride') to mock Trudeau's representation of Canada.
@nancystaub1729
Mar 4, 2025
Lmao CNN and Trudeau what a perfect match both losers ??
Lmao CNN and Trudeau what a perfect match both losers ??
Uses sarcasm and mockery to criticize both CNN and Trudeau, combining humor with political critique.
@stevepouliot6906
Mar 4, 2025
Ask every African, Chinese, Mexican, Canadian, Ukrainian and European , there is only one idiot in America. Everyone knows the idiot.
Ask every African, Chinese, Mexican, Canadian, Ukrainian and European , there is only one idiot in America. Everyone knows the idiot.
Uses ironic, sarcastic framing to mock a political figure through exaggerated international consensus.
@Chris-s6j1u
Mar 4, 2025
Trump sends Sidney Crosby back we don't want them no more I live here in Pittsburgh we don't need him!!!!
Trump sends Sidney Crosby back we don't want them no more I live here in Pittsburgh we don't need him!!!!
Joking suggestion to send back a Canadian hockey player (Sidney Crosby) uses sarcasm and exaggeration for comedic effect.
Humor / Satire
0.80
@Yinz_Kno_Johnny
Mar 4, 2025
They wanted a clown twice, Dance now !
They wanted a clown twice, Dance now !
Sarcastic commentary using 'clown' metaphor and 'dance now' to mock voters' choices.
@seabird6744
Mar 4, 2025
their food stinks anyways, buy icelandic and greenlandic export instead.
their food stinks anyways, buy icelandic and greenlandic export instead.
Sarcastic dismissal of Canadian products with humorous suggestion to buy from other countries instead.
@WarAtlas-p6t
Mar 4, 2025
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger …
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger King and some other burger chains here in Denmark comes close with their loaded fries, but it’s just not the same. The color of are flags are the same though. This is Trudeaus best speech, I always thought he was an idiot until today. Canada, je taime❤
Sarcastic commentary about Canada becoming a US state, explicitly marked as sarcasm, combined with affection for Canada and positive remarks about Trudeau's speech.
@Zortoili
Mar 4, 2025
Refreshing to hear a world leader sound coherent and intelligent. We have an oompa loompa.
Refreshing to hear a world leader sound coherent and intelligent. We have an oompa loompa.
Sarcastic comparison of Canadian and American leaders using derisive language ('oompa loompa') as political commentary.
@Bipedal_Potato
Mar 4, 2025
“MAKE THAT MAKE SENSE”!!!
“MAKE THAT MAKE SENSE”!!!
Uses sarcastic phrase with emphasis marks to mock or question something, employing ironic commentary.
Humor / Satire
0.80
@tkgoody072
Mar 4, 2025
Everyone go to canada!! Lol
Everyone go to canada!! Lol
Sarcastic invitation to Canada with 'Lol' indicates joking tone, though could also express welcoming sentiment.
@richardsantos2116
Mar 4, 2025
Why can't Canada invade the USA? Please, I want to be Canadian...
Why can't Canada invade the USA? Please, I want to be Canadian...
Absurdist joke expressing preference for Canada over the USA through satirical military invasion scenario.
@scottmacdonald3438
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)