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
Trudeau using words that Donald can understand “big”, “doing big things” ?
Trudeau using words that Donald can understand “big”, “doing big things” ?
Sarcastic joke implying Trudeau must use simple language ('big') for Trump to understand, mocking Trump's intelligence through irony.
Humor / Satire
0.85
@CGRANT-ev7sx
Mar 4, 2025
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
Sarcastic reference to 'emperor's new clothes' fable, using irony to critique someone's competence while appearing to praise them.
Humor / Satire
0.85
@viennois0123
Mar 4, 2025
“Brampton drivers” 😂
“Brampton drivers” 😂
Uses a meme-like reference to 'Brampton drivers' as a joke, playing on a cultural stereotype for comedic effect.
Humor / Satire
0.85
JackMSheridan
Jan 28, 2026
Literally crying when he said us fighting is what the people around the world want to see ????
Literally crying when he said us fighting is what the people around the world want to see ????
Emotional reaction expressed through humor/irony about international conflict being entertainment for others.
Humor / Satire
0.85
@catpaws007
Mar 4, 2025
The pee tape has really done a lot of heavy lifting
The pee tape has really done a lot of heavy lifting
Sarcastic reference to conspiracy theories ('pee tape') as commentary on the video's framing or broader discourse.
@_Woo
Mar 4, 2025
The guy wearing the outfit in orange that supposedly has a job fit for <70 IQ people, calling sub saharans <70 IQ. LOL
The guy wearing the outfit in orange that supposedly has a job fit for <70 IQ people, calling sub saharans <70 IQ. LOL
Commenter uses ironic humor to point out hypocrisy in someone making intelligence-based claims while appearing unintelligent themselves.
Humor / Satire
0.85
JamallAmsterdam1
Feb 26, 2026
If you want to teach Trump a lesson, just double the prices of your energy.
If you want to teach Trump a lesson, just double the prices of your energy.
Sarcastic suggestion framed as a joke about retaliating against Trump through energy price manipulation.
@CragScrambler
Mar 4, 2025
I like how this video goes from a Canadian Cultural Video, to a "Can I get smuggled into USA" video 😂
I like how this video goes from a Canadian Cultural Video, to a "Can I get smuggled into USA" video 😂
Uses ironic humor to critique the video's tonal shift from cultural content to immigration/smuggling discussion.
duppressor8164
Jan 28, 2026
Portugal Mentioned!!!!!!!!!!!!!!!! LET'S GOOOOOOOOOO
Portugal Mentioned!!!!!!!!!!!!!!!! LET'S GOOOOOOOOOO
Enthusiastic, exaggerated reaction to Portugal being mentioned in the video, using humor and excitement.
mariovale8043
Jan 28, 2026
What are friends for without benefits ?
What are friends for without benefits ?
Cryptic rhetorical question using wordplay ('friends for without benefits') as ironic commentary on international relations.
Humor / Satire
0.85
@tphenstvchannel566
Mar 4, 2025
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Uses sarcastic humor ('40 years too late') to comment on Indian immigration to Canada, implying it's an old phenomenon.
SongWhisperer
Jan 28, 2026
It must really confuse MAGA to hear a leader speak clearly and eloquently.
It must really confuse MAGA to hear a leader speak clearly and eloquently.
Sarcastic jab at MAGA supporters using ironic contrast between Trump and another leader's eloquence.
@PsiNorm
Mar 4, 2025
Remember most Sikhs arent Khalistani 😂
Remember most Sikhs arent Khalistani 😂
Humorous reminder that most Sikhs are not Khalistani separatists, using satire to counter stereotyping.
oreokush5393
Jan 28, 2026
It's SINGH HORTONS in 2026! Tim Horton's died.
It's SINGH HORTONS in 2026! Tim Horton's died.
Sarcastic joke playing on the name 'Singh' and Tim Hortons, using wordplay to mock demographic change.
larryhammer5183
Jan 28, 2026
Haha Nigerians talking about driving hahaha
Haha Nigerians talking about driving hahaha
The comment uses humor and laughter to mock a stereotype about Nigerian drivers.
Humor / Satire
0.85
abdurrakib-qr2je
Mar 3, 2026
So After Tyler Found Zero Illegal Activity In Kiryas Joel He goes after the Indians 😂😂😂😂
So After Tyler Found Zero Illegal Activity
In Kiryas Joel
He goes after the Indians 😂😂😂😂
Sarcastic commentary with laughing emojis suggesting ironic observation about investigative targeting patterns.
Humor / Satire
0.85
tzvi3660
Jan 27, 2026
Hanuman god? Half ape god??😂
Hanuman god? Half ape god??😂
Mocking religious imagery through sarcastic commentary about Hindu deity Hanuman, using emoji to signal joking tone.
Humor / Satire
0.85
sfinx69
Jan 28, 2026
Any chance Canada wants a new southern province?
Any chance Canada wants a new southern province?
Joking question about Canada annexing the US, using ironic framing to comment on political differences between nations.
@katieb1259
Mar 4, 2025
I like how Trudeau markedly dropped to a preschool language level when talking to Trump. \nThen went right back up to middle school when talking to the citizens of Canada.
I like how Trudeau markedly dropped to a preschool language level when talking to Trump. \nThen went right back up to middle school when talking to the citizens of Canada.
Satirical observation about Trudeau's alleged code-switching in language complexity depending on audience, using ironic commentary.
Humor / Satire
0.85
@zwegertpeter8770
Mar 4, 2025
when you vote for a clown, you get a circus
when you vote for a clown, you get a circus
Uses sarcastic metaphor ('clown', 'circus') to mock political leadership, blending humor with implicit policy criticism.
@jlelz
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)