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
Where’s Waldo Canada Edition
Where’s Waldo Canada Edition
Sarcastic reference to 'Where's Waldo' implying immigrants are hard to find or hidden, using wordplay for comedic effect.
Humor / Satire
0.90
007lynne
Nov 21, 2025
Bienvenue a l asile ! 😅
Bienvenue a l asile ! 😅
Uses sarcastic French phrase and emoji to mock Canada's immigration policies as an 'asylum.'
Humor / Satire
0.90
marcgrondin5836
Nov 20, 2025
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Uses absurdist sarcasm to mock the 'invasion' framing by ridiculing the notion that curry and traditional clothing are weapons.
sidharthshekar5046
Jan 27, 2026
This looming tariff squabble between these once-chummy nations needs to hit the discussion table, stat! So, let’s roll out a grand convoy led by Canada’s finest, Terrance and Phillip, to face off with a U.S. …
This looming tariff squabble between these once-chummy nations needs to hit the discussion table, stat! So, let’s roll out a grand convoy led by Canada’s finest, Terrance and Phillip, to face off with a U.S. special delegation spearheaded by the legendary Eric Cartman. We propose this showdown happens near Niagara Falls, where the mist can douse the heated trade tensions. Canada better 'respect his authoritah,' or the U.S. might just demand a full refund—starting with trade of Mike Myers for Michael Myers!!
Extended satirical commentary using South Park character references to humorously address US-Canada trade tensions.
@ichoudhury007
Mar 4, 2025
The irony of the idiot in helmet preaching about how stupid 'africans' are supposedly 😂
The irony of the idiot in helmet preaching about how stupid 'africans' are supposedly 😂
Uses ironic commentary and emoji to mock someone's contradictory statements about intelligence.
Humor / Satire
0.90
yonahcitron226
Feb 3, 2026
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages …
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages and loans and credit😂
Satirical hypothetical about registering a dog to exploit immigration benefits, marked with laughing emoji.
Humor / Satire
0.90
Tree74-b3s
Nov 20, 2025
7:07 “You said it I didn’t say it” 😭😭😭💀
7:07 “You said it I didn’t say it” 😭😭😭💀
Commenter uses emojis and references a specific timestamp to highlight what appears to be a humorous or ironic moment in the video.
Humor / Satire
0.90
vforpresident123
Jan 29, 2026
So how close are we to real life Fallout?
So how close are we to real life Fallout?
Uses ironic reference to Fallout video game series to satirize current political/social conditions.
Humor / Satire
0.90
@davidduanes9574
Mar 4, 2025
I think, it doesn't help that the guy behind him looks like young Walter White when he talks about Fentanyl. :D
I think, it doesn't help that the guy behind him looks like young Walter White when he talks about Fentanyl. :D
Makes a joking observation comparing someone in the video to a TV character, using humor and sarcasm rather than substantive critique.
Humor / Satire
0.90
@exander77
Mar 4, 2025
Church turned into Temple 😂
Church turned into Temple 😂
Joking observation about religious/cultural space transformation with emoji indicating satirical tone.
africasurprise
Dec 2, 2025
Lmfao Algoma is a real university
Lmfao Algoma is a real university
Sarcastic comment mocking the legitimacy of Algoma University, using ironic tone ('Lmfao').
Humor / Satire
0.90
McMercenary3601
Jan 29, 2026
Для португальца слишком шустрый английский, я бы напряглась на месте индусов 😄
Для португальца слишком шустрый английский, я бы напряглась на месте индусов 😄
Joking observation in Russian about language proficiency differences, using humor and emoji to comment on the video content.
Humor / Satire
0.90
Мария-ч7й7х
Feb 3, 2026
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I …
HALT!
This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada!
It is accessible only to the most noble and valiant of people.
Oh no you don't!
I can see that you are not Canadian.
And there is only one way a non-Canadian can ever hope to enter the gates of our country.
You must go back to your land and return here with...
A passport.
Ah, I see you have a passport!
All right, hand it over.
Extended satirical narrative mocking Canadian border control and immigration requirements through absurdist fantasy dialogue.
Humor / Satire
0.90
h4tchetman
Dec 6, 2025
Trump is not a smart guy. His full name is Donald Dumb.
Trump is not a smart guy. His full name is Donald Dumb.
Dismissive name-calling presented as a joke ('Donald Dumb') rather than substantive critique.
Humor / Satire
0.90
@raymondzhang3731
Mar 4, 2025
Ha ha, I'm still going
Ha ha, I'm still going
Lighthearted, joking response dismissing the travel restriction with casual humor.
Humor / Satire
0.90
krismacklin7753
Dec 10, 2025
At least they don’t 💣 😂
At least they don’t 💣 😂
Joking comparison using emoji and sarcasm to make a humorous point.
Humor / Satire
0.90
sidd8899
Jan 29, 2026
Dear Canada (and world), the United States will be experiencing technical difficulties for 3 to 3.5 years. Please be patient as we work through our issues. - Regular Americans
Dear Canada (and world), the United States will be experiencing technical difficulties for 3 to 3.5 years. Please be patient as we work through our issues. - Regular Americans
Satirical message using self-deprecating humor about US political turmoil, framed as an apology to Canada.
@ondray29
Mar 4, 2025
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
Makes a joke referencing Taylor Swift in response to a video timestamp, unrelated to substantive immigration discussion.
CaptainDPRK
Dec 24, 2025
Those are rookie numbers, you’ve gotta pump those numbers up
Those are rookie numbers, you’ve gotta pump those numbers up
Uses a famous movie quote sarcastically to mock the reported numbers as inadequately low.
Humor / Satire
0.90
TheWoodfordreserve
Dec 24, 2025
Birdie num num 😂😂😂
Birdie num num 😂😂😂
Uses playful emoji and nonsensical phrase ('Birdie num num') as comedic commentary.
Humor / Satire
0.90
David-g4u3e
Dec 24, 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)