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
Some one hand the orange clown a shovel so he can dig deeper and sink the usa !
Some one hand the orange clown a shovel so he can dig deeper and sink the usa !
Sarcastic, mocking commentary about Trump using exaggerated imagery ('dig deeper,' 'sink') presented as dark humor.
@Joe-io5bs
Mar 4, 2025
Exactly make it make sense that the orange Cheeto allies with Putin
Exactly make it make sense that the orange Cheeto allies with Putin
Uses sarcastic nickname ('orange Cheeto') and ironic phrasing to mock Trump's alleged alliance with Putin.
@DiTorres-u9g
Mar 4, 2025
Former school teacher speaks as he actually is or was a professional of any kind. That is hilarious.
Former school teacher speaks as he actually is or was a professional of any kind. That is hilarious.
Sarcastic jab at a former school teacher speaking on policy matters, using ironic dismissal as comedic criticism.
@VladislavDoroshuk
Mar 4, 2025
Let's become South Canada for 4 years.
Let's become South Canada for 4 years.
Sarcastic suggestion to become 'South Canada' in response to US political situation; clearly ironic commentary.
Humor / Satire
0.80
@bdog1199
Mar 4, 2025
Love how Trudeau called him Donald. Wonder ? how Trump supporters are defending their Messiah now?
Love how Trudeau called him Donald. Wonder ? how Trump supporters are defending their Messiah now?
Uses ironic commentary about Trudeau's casual address to Trump and sarcastically questions how Trump supporters defend their leader, employing humor to critique.
@Dan-oi8si
Mar 4, 2025
The reaction from the white house will be as stupid as trump himself... Something along the lines of.... Nuh uh yer dum! vladimir poopskin told me I'm smart! I fuckin despise our idiot president!
The reaction from the white house will be as stupid as trump himself... Something along the lines of.... Nuh uh yer dum! vladimir poopskin told me I'm smart! I fuckin despise our idiot president!
Uses satirical mockery of Trump's expected response style and intelligence while expressing moral disapproval of his presidency.
@b.a.richardson3948
Mar 4, 2025
Now EU is apparently also preparing tariffs against the US as well to respond to Trump's tariffs. Life is gonna be great... lol
Now EU is apparently also preparing tariffs against the US as well to respond to Trump's tariffs. Life is gonna be great... lol
Uses sarcasm ('Life is gonna be great... lol') to comment ironically on tariff escalation and economic consequences.
@sundogmics11
Mar 4, 2025
Comrade Trumpski is bringing down the US
Comrade Trumpski is bringing down the US
Uses sarcastic nickname 'Comrade Trumpski' to mock Trump through ironic Cold War framing.
Humor / Satire
0.80
@NiklasAndersson7
Mar 4, 2025
_Trudeau can fix this by purging his position as Prime Minister to governor of Canada becoming the 51st state of America_
_Trudeau can fix this by purging his position as Prime Minister to governor of Canada becoming the 51st state of America_
Satirical suggestion that Canada become a US state, presented as absurdist commentary on the situation.
Humor / Satire
0.80
@MINDSPARK-u6e
Mar 4, 2025
dumb dumb man the orange turd
dumb dumb man the orange turd
Insulting name-calling presented as crude humor/mockery rather than substantive critique.
Humor / Satire
0.80
@3railrod
Mar 4, 2025
cacada fart
cacada fart
Crude joke/insult using wordplay ('cacada' as pun on Canada), functioning as satirical commentary.
Humor / Satire
0.80
@david1137444
Mar 4, 2025
I love how the Americans cut and fade when Justin begins to speak in another language! Quick fade out he could be slagging us off in French! Switch it off!!!!!!!!!
I love how the Americans cut and fade when Justin begins to speak in another language! Quick fade out he could be slagging us off in French! Switch it off!!!!!!!!!
Satirical observation about media editing and language barriers, using ironic tone to critique American media behavior.
@nigelbenn4642
Mar 4, 2025
Translation: MAGA he’s lying to you.
Translation: MAGA he’s lying to you.
Sarcastic reframing of the message using MAGA language ironically to suggest Trump is lying.
@concerningmychild
Mar 4, 2025
trump is putins lil b
trump is putins lil b
Sarcastic/mocking characterization of Trump's relationship to Putin using casual slang, presented as ironic commentary.
@skadai
Mar 4, 2025
Oh please … cry me a river…. He stepped down as PM
Oh please … cry me a river…. He stepped down as PM
Uses sarcastic dismissal ('cry me a river') in response to what appears to be criticism, employing ironic tone.
Humor / Satire
0.80
@parth120990
Mar 4, 2025
Im laughing at any American who voted for Trump because he was to lower prices. Instead he is loudly admitting that prices will soar due to tariffs. \n\nRemember Project 2025? Well, Its here.
Im laughing at any American who voted for Trump because he was to lower prices. Instead he is loudly admitting that prices will soar due to tariffs. \n\nRemember Project 2025? Well, Its here.
Uses ironic commentary mocking Trump voters' expectations versus reality, with sarcastic tone about tariff consequences.
@CreepyGnocchi
Mar 4, 2025
Trump throwing a baby tantrum
Trump throwing a baby tantrum
Sarcastic characterization of Trump's behavior as a 'baby tantrum,' using dismissive humor to critique his conduct.
@AnitaGutierrez-l6c
Mar 4, 2025
LMAO I THOUGHT TRUMP WAS SUPPOSE TO BE RESPECTED??? HES A FUCKING LAUGHING STOCK TO EVERYONE, ESPECIALLY PUTIN
LMAO I THOUGHT TRUMP WAS SUPPOSE TO BE RESPECTED??? HES A FUCKING LAUGHING STOCK TO EVERYONE, ESPECIALLY PUTIN
Uses sarcasm and crude humor to mock Trump's international standing and credibility, with comparative framing against Putin.
@christiannorman6432
Mar 4, 2025
I’m just 9:04 going to start pretending he is my president ?
I’m just 9:04 going to start pretending he is my president ?
Joking about adopting Trudeau as 'my president' instead of the American leader, using ironic humor to critique US leadership.
@More_than_a_number
Mar 4, 2025
Can Canada begin meddling in our elections to counter Russian trolls pls?
Can Canada begin meddling in our elections to counter Russian trolls pls?
Sarcastic suggestion that Canada should engage in election interference as a counter-measure, using irony to critique geopolitical dynamics.
@RushOrbit
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)