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
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
Laughing emoji and praise for someone's speech style in the video, treating the content as entertaining rather than serious commentary.
DrawdownTrader
Jan 27, 2026
Is that the governor of the 51st state?
Is that the governor of the 51st state?
Sarcastic joke implying Canada is a U.S. state, using ironic comparison between nations for comedic effect.
@AaronP-j2w
Mar 4, 2025
Trudeau the Feminist Tough Guy ???
Trudeau the Feminist Tough Guy ???
Sarcastic mockery of Trudeau's public image using ironic characterization and emoji.
Humor / Satire
0.85
@denniss8048
Mar 4, 2025
Is Trump aware that there is an other world around him other then the one that spines around his butthole?
Is Trump aware that there is an other world around him other then the one that spines around his butthole?
Crude sarcastic joke mocking Trump's intelligence and self-centeredness.
Humor / Satire
0.85
@dresedavid
Mar 4, 2025
4:14 we don't have the poo eating ones😂
4:14 we don't have the poo eating ones😂
Uses crude humor and ethnic stereotyping as a joke, with an implied us-vs-them comparison about immigrant groups.
WERM619
Jan 27, 2026
I swear to god this is The Twilight Zone.
I swear to god this is The Twilight Zone.
Uses ironic pop culture reference ('Twilight Zone') to express surreal disbelief about current events in a darkly humorous way.
@DeX9O2
Mar 4, 2025
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
The comment uses humor and laughter emojis to react to someone's behavior, with a parenthetical identity marker about being African watching from Africa.
ungowami
Feb 7, 2026
A Leader who speaks in complete sentences! What a contrast.
A Leader who speaks in complete sentences! What a contrast.
Sarcastic comparison contrasting a leader's articulate speech with an implied criticism of another politician, using ironic praise.
Humor / Satire
0.85
@petertrevorah7689
Mar 4, 2025
Stupid pricks can’t even help but try to scam each other hahaha
Stupid pricks can’t even help but try to scam each other hahaha
Uses sarcastic, dismissive humor to mock people in the video rather than engaging substantively with immigration policy.
Humor / Satire
0.85
TuftMotherFluffer
Jan 27, 2026
Bahahahaja? we will never hurt morons
Bahahahaja? we will never hurt morons
Laughing response with sarcastic dismissal, using humor to mock the subject matter.
Humor / Satire
0.85
@tomatoK-z8x
Mar 4, 2025
Don't piss off the Commonwealth Trumpty Dumpty
Don't piss off the Commonwealth Trumpty Dumpty
Commenter uses wordplay ('Trumpty Dumpty') and sarcastic tone to mock Trump while warning against antagonizing Commonwealth nations.
Humor / Satire
0.85
@JohnnyPaulTutaki
Mar 4, 2025
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
Uses ironic humor (emoji) to point out the contradiction of European immigrants calling others immigrants.
Magicalseagull
Sep 29, 2025
PORTUGAL MENTIONED CARALHO!!!
PORTUGAL MENTIONED CARALHO!!!
Joking reaction to Portugal being mentioned in the video, using Portuguese exclamation.
gatueyes
Jan 27, 2026
The language shifted to a 3rd grade comprehension level when directed at Donald. Wonder how many thrown hamburgers are dripping down the WH walls today.
The language shifted to a 3rd grade comprehension level when directed at Donald. Wonder how many thrown hamburgers are dripping down the WH walls today.
Uses sarcasm and absurdist humor (hamburgers on walls) to mock political leadership.
Humor / Satire
0.85
@MrQueerDuck
Mar 4, 2025
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
Uses humor and irony to comment on the speaker's word choice and its presumed effect on Trump.
Humor / Satire
0.85
@kathyjohnson1911
Mar 4, 2025
What an a$$wipe !
What an a$$wipe !
Brief insulting comment using censored profanity as crude humor/sarcasm rather than substantive critique.
Humor / Satire
0.85
@Nightghost305
Mar 4, 2025
"Blame Ottawa" is such a simple trick and it works e-v-e-r-y-t-i-m-e.
"Blame Ottawa" is such a simple trick and it works e-v-e-r-y-t-i-m-e.
Uses sarcastic, ironic tone with stylized emphasis to mock a political rhetorical strategy ('Blame Ottawa').
@michaeldarling1759
Feb 20, 2026
can we gift Brampton to Trump for better trade deal?
can we gift Brampton to Trump for better trade deal?
Sarcastic proposal using absurdist humor to mock both the city and trade negotiations.
Humor / Satire
0.85
harryrei5951
Jan 27, 2026
Visiting Canada and India at same time is awesome 😂
Visiting Canada and India at same time is awesome 😂
Lighthearted joke about the contrast between visiting Canada and India simultaneously, using emoji to signal comedic intent.
bjolantanni992
Feb 25, 2026
Canada needs to build a wall to keep us out.
Canada needs to build a wall to keep us out.
A sarcastic joke about Canada building a wall to keep Americans out, using irony to comment on border tensions.
@cmeflywva
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)