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
I wish Trudeau would stay now lol his approval must be at an all time high.
I wish Trudeau would stay now lol his approval must be at an all time high.
Uses ironic humor to mock Trudeau's unpopularity by sarcastically suggesting his approval ratings have improved.
Humor / Satire
0.90
@bellefs
Mar 4, 2025
“Press 2 for Chinese…”
“Press 2 for Chinese…”
Uses sarcastic reference to multilingual phone prompts as ironic commentary on immigration and cultural change in Canada.
Humor / Satire
0.90
smithcas86
Sep 9, 2025
12:29 😂😂😂😂 I wonder what he thought when seeing that picture 😂😂.
12:29 😂😂😂😂 I wonder what he thought when seeing that picture 😂😂.
Uses multiple laughing emojis and speculates humorously about a reaction to a specific video moment.
FariesWearBoots
Jan 27, 2026
I’m a Canadian living in US , I hope I don’t get deported to Canada 😂
I’m a Canadian living in US , I hope I don’t get deported to Canada 😂
Joking comment using irony and emoji to humorously express concern about deportation to Canada.
Humor / Satire
0.90
ao9307
Jan 11, 2026
Haha this guy and the clowns surrounding him.
Haha this guy and the clowns surrounding him.
Mocking, dismissive tone using 'clowns' as sarcastic commentary on political figures.
Humor / Satire
0.90
@chriswije
Mar 4, 2025
South Park Version of this is going to be lit
South Park Version of this is going to be lit
Anticipates satirical entertainment content (South Park parody) about the video's subject matter.
@PotatoPC82
Mar 4, 2025
So basically nothing 😂
So basically nothing 😂
Dismissive joke with emoji expressing skepticism about policy effectiveness through sarcasm.
Humor / Satire
0.90
TheJibbsmcgee
Jan 15, 2026
Trump is NOT a smart man. Bag of hammers have more intellgience and use than Diaper Don!
Trump is NOT a smart man. Bag of hammers have more intellgience and use than Diaper Don!
Uses insulting humor and nicknames ('Diaper Don') to mock Trump's intelligence in a sarcastic manner.
Humor / Satire
0.90
@TRISTAM-i7j
Mar 4, 2025
But but but doctors and engineers.
But but but doctors and engineers.
Sarcastic reference to the common pro-immigration argument about doctors and engineers, mocking the claim.
Humor / Satire
0.90
595million9
Feb 18, 2026
BRO ON THE BIKE LOST AF HAHA
BRO ON THE BIKE LOST AF HAHA
Joking commentary about someone on a bike being lost, unrelated to immigration policy.
Humor / Satire
0.90
SFSCSlabs
Feb 8, 2026
Chicken little said the sky is falling
Chicken little said the sky is falling
Uses the Chicken Little fable sarcastically to mock alarmist rhetoric.
Humor / Satire
0.90
@thomasbambach9365
Mar 4, 2025
😹 you are insane in the best way
😹 you are insane in the best way
Lighthearted, joking response using emoji and casual language to express amusement.
Humor / Satire
0.90
lizrep9873
Jan 27, 2026
Justin Truhoe
Justin Truhoe
A play on Trudeau's name ('Truhoe') used as mocking wordplay and derisive humor.
Humor / Satire
0.90
@yssha5342
Mar 4, 2025
Putin has a lot of fertilizer, it will be good enough for the US. :D
Putin has a lot of fertilizer, it will be good enough for the US. :D
Uses dark humor and sarcasm (fertilizer reference) to mock Trump and the US situation.
Humor / Satire
0.90
@bslay4r
Mar 4, 2025
Trump is the best president Russia's ever had
Trump is the best president Russia's ever had
Ironic joke comparing Trump to Russia's interests, using absurdist humor to critique Trump's policies.
Humor / Satire
0.90
@balrogscholar
Mar 5, 2025
Trudeau: “I can’t believe you’ve done this” \nAlso Trudeau: “I’m going to do it too”
Trudeau: “I can’t believe you’ve done this” \nAlso Trudeau: “I’m going to do it too”
Sarcastic dialogue format mocking Trudeau's hypocrisy through ironic juxtaposition of statements.
Humor / Satire
0.90
@boogaloo20
Mar 4, 2025
We've been sick of immigrants since the 1600's... When we hear these settler immigrants complain about other immigrants... We laugh 🤣😂🤣
We've been sick of immigrants since the 1600's... When we hear these settler immigrants complain about other immigrants... We laugh 🤣😂🤣
Sarcastic commentary with emojis pointing out historical irony of settler-descendants complaining about immigration.
ApacheNationRDR2
Sep 10, 2025
*surprised Pikachu face
*surprised Pikachu face
Uses the 'surprised Pikachu' meme format as ironic commentary on the video content.
Humor / Satire
0.90
nomadchad8243
Feb 18, 2026
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Uses sarcasm ('shocked… NOT!') to mock or express cynicism about the video's content.
Humor / Satire
0.90
Coleworldyeg
Feb 18, 2026
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - …
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - Should be another exciting 4 years!
Uses sarcasm and ironic commentary to mock Trump's 'Make America Great Again' slogan by suggesting it refers to economic depression.
Humor / Satire
0.90
@Viaonika
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)