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
holy side quest
holy side quest
Uses gaming terminology ('side quest') as ironic commentary on the video content.
Humor / Satire
0.90
schizoiddog
Jan 27, 2026
"Fak u, go away"
"Fak u, go away"
Brief quoted phrase presented as sarcastic/ironic commentary on hostile sentiment toward immigrants.
Humor / Satire
0.90
MilquetoastQT
Jan 27, 2026
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Uses humor and emojis to make a joking observation about the implausibility of a scenario in the video.
Humor / Satire
0.90
jan4802
Feb 17, 2026
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Sarcastic comment mocking low government benefits with laughing emojis, using irony to critique policy.
Humor / Satire
0.90
jordanadams8752
Jan 27, 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
The guy on the bike.made me die😂😂😂
The guy on the bike.made me die😂😂😂
Expresses amusement at a specific moment in the video using laughing emojis, indicating comedic reaction.
besonelaj7777
Jan 27, 2026
finally...ppl will believe me brampton is a real place lolol
finally...ppl will believe me brampton is a real place lolol
Joking comment about Brampton being recognized as a real place, using ironic humor about the city's visibility.
Humor / Satire
0.90
Saibotrons
Jan 27, 2026
As an American, I just want my fellow Americans to know that even Canadians don’t want Justin Trudeau. The guy’s like a malfunctioning AI chatbot—spitting out pre-programmed nonsense nobody asked for while the crowd collectively …
As an American, I just want my fellow Americans to know that even Canadians don’t want Justin Trudeau. The guy’s like a malfunctioning AI chatbot—spitting out pre-programmed nonsense nobody asked for while the crowd collectively checks their watches. He’s the political version of a participation trophy: loud, useless, and only still around because no one’s taken out the trash yet. Watching him talk smack to cameras is like watching a mime in a hurricane—pointless, painful, and embarrassing for everyone involved.
Extended satirical critique using absurdist metaphors and exaggeration to mock a political leader.
@protonme
Mar 4, 2025
Trump's gravesite will need a spit guard
Trump's gravesite will need a spit guard
Uses dark humor and sarcasm to mock Trump through a morbid joke.
Humor / Satire
0.90
@bugeyedfrog
Mar 4, 2025
WHAT A JOKE!
WHAT A JOKE!
Brief dismissive exclamation using humor/sarcasm to express disapproval of immigration policy or statistics presented.
Humor / Satire
0.90
The_Travelling_Tradesman
Jan 1, 2026
All I am saying is poutine + curry fusion restaurant would go hard AF 🔥
All I am saying is poutine + curry fusion restaurant would go hard AF 🔥
Lighthearted joke celebrating cultural fusion and immigrant contributions through food culture.
BrockitGaming
Jan 27, 2026
Say we are fucked without saying we are fucked
Say we are fucked without saying we are fucked
Uses ironic wordplay and sarcasm to express pessimism about the situation without stating it directly.
Humor / Satire
0.90
@wizardcowboyailen
Mar 4, 2025
Pppphhhhhtttttt!
Pppphhhhhtttttt!
Onomatopoeia expressing dismissive/mocking sentiment without substantive content.
Humor / Satire
0.90
@CamMcB
Mar 4, 2025
I'm your loyal dog, how can you cook me?\nHa ha ha!
I'm your loyal dog, how can you cook me?\nHa ha ha!
Commenter uses a metaphorical joke about loyalty and betrayal, likely satirizing Canada-U.S. relations.
Humor / Satire
0.90
@GASIA-cw8iw
Mar 4, 2025
bramladesh 😂❤
bramladesh 😂❤
Playful wordplay combining 'Bangladesh' with 'Bramladesh,' using humor and emoji to comment on demographics.
Humor / Satire
0.90
goldenmushrooms48
Jan 29, 2026
Lmao ok Canada
Lmao ok Canada
Dismissive laugh ('Lmao') expressing sarcastic commentary on Canada's situation.
Humor / Satire
0.90
@JorgeRodriguez-i4x
Mar 4, 2025
Justin is available next Monday for Kids party as clown he out of work on Sunday
Justin is available next Monday for Kids party as clown he out of work on Sunday
Satirical joke comparing Justin Trudeau to an unemployed clown available for children's parties, using ironic commentary on his political status.
Humor / Satire
0.90
@J-cj9ld
Mar 4, 2025
How can you tell when Justin Trudeau is lying his lips are moving?
How can you tell when Justin Trudeau is lying his lips are moving?
Classic joke format attacking Trudeau's credibility through sarcasm and wordplay.
Humor / Satire
0.90
@donaldyanson8144
Mar 4, 2025
Canada and war, lmao..
Canada and war, lmao..
Uses sarcastic laughter ('lmao') to mock the idea of Canada being involved in war, employing ironic commentary.
Humor / Satire
0.90
@dejandokic1984
Mar 4, 2025
The only lie he said is that Donald is a smart man.
The only lie he said is that Donald is a smart man.
Sarcastic joke implying the speaker made a false claim about Trump's intelligence.
Humor / Satire
0.90
@shermansmith8356
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)