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
Trump voters - this is what you voted for. Enjoy
Trump voters - this is what you voted for. Enjoy
Sarcastic commentary directed at Trump voters, using ironic tone to critique their political choice.
Humor / Satire
0.85
@SirPudge
Mar 4, 2025
Never in my life I thought Tyler would post a video about Brampton Canada 😂. What a surprise
Never in my life I thought Tyler would post a video about Brampton Canada 😂. What a surprise
Light-hearted surprise expressed through humor about the video topic and creator.
patk891
Jan 27, 2026
You know your driving sucks when an Asian lady tells you it sucks 😂
You know your driving sucks when an Asian lady tells you it sucks 😂
Joking comment using ethnic stereotype for comedic effect about driving ability.
Humor / Satire
0.85
ens5551
Jan 27, 2026
Goodluck Canada 😂
Goodluck Canada 😂
Laughing emoji and casual 'good luck' suggests ironic or sarcastic commentary on the video topic.
Humor / Satire
0.85
hafizmiau
Jan 27, 2026
The guy on the bike is completely based. Absolute Cinema
The guy on the bike is completely based. Absolute Cinema
Uses slang ('based,' 'Absolute Cinema') to praise someone in the video with ironic/casual tone typical of internet humor.
HappyNerdss
Jan 27, 2026
I love the bike guy 😂😂
I love the bike guy 😂😂
The commenter is expressing amusement about content in the video using laughing emojis, indicating a lighthearted reaction to the 'bike guy' mentioned.
nicholasferchaw5115
Jan 27, 2026
Us Torontonians call it BRAMledesh.
Us Torontonians call it BRAMledesh.
Uses a derogatory portmanteau nickname for Brampton to mock the city's Indian demographic composition.
mr.2timez555
Jan 27, 2026
Listen, kudos on the journalism, you’re one of my favorites, but maybe next time you get human smuggled, be on the safe side and carry the $6k the traffickers want.
Listen, kudos on the journalism, you’re one of my favorites, but maybe next time you get human smuggled, be on the safe side and carry the $6k the traffickers want.
Makes dark comedic commentary about human trafficking and the journalist's safety, mixing praise with ironic advice.
Arob3322
Jan 27, 2026
Ooohh I bet Trump is scared ???
Ooohh I bet Trump is scared ???
Sarcastic, mocking comment with emoji suggesting Trump is fearful or vulnerable.
Humor / Satire
0.85
@petrosking5588
Mar 4, 2025
Sorry for trump king of The Jokers??
Sorry for trump king of The Jokers??
Sarcastic apology for Trump using joking tone and emoji to mock rather than seriously critique.
Humor / Satire
0.85
@keithgraver5482
Mar 4, 2025
We need to Make America Gay Again.
We need to Make America Gay Again.
Uses a political slogan parody ('Make America Gay Again') as ironic commentary or joke.
Humor / Satire
0.85
@connoroleary591
Mar 4, 2025
DONALD ?…. he called him DONALD like the child that DONALD is???. Love it !!!
DONALD ?…. he called him DONALD like the child that DONALD is???. Love it !!!
Uses sarcastic tone and playful mockery about someone named Donald, expressing amusement through ironic commentary.
Humor / Satire
0.85
@michaelpage8452
Mar 4, 2025
I can tell dude with the reflective vest on the bicycle watches Nick Fuentes 😂
I can tell dude with the reflective vest on the bicycle watches Nick Fuentes 😂
Uses sarcasm and a laughing emoji to mock someone's perceived political views, combining humor with identity-based framing.
rnc_darkvoid
Jan 27, 2026
This is gonna trigger the “muhhh family have more money than you poor Jonny” crowd
This is gonna trigger the “muhhh family have more money than you poor Jonny” crowd
The comment uses sarcasm and irony to mock anticipated reactions from other commenters, employing humorous exaggeration.
Capybaraslays.001
Jan 27, 2026
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
The comment uses humor and observation about Tyler's accent-mimicking behavior, with a laughing emoji indicating comedic intent.
ryanaucoin-fz5df
Jan 27, 2026
Next step - Donald trump impose 100% tariff on Canada and Trudeau crying in corner
Next step - Donald trump impose 100% tariff on Canada and Trudeau crying in corner
Uses sarcastic/mocking tone about Trump imposing tariffs and Trudeau's reaction, with comparative framing between leaders.
@Hawkeyeuniverse
Mar 4, 2025
lol this guy already got punked out by Trump
lol this guy already got punked out by Trump
Uses sarcastic humor ('lol', 'punked out') to mock a political figure's negotiating position.
Humor / Satire
0.85
@JJJJ-fr2tb
Mar 4, 2025
Lol this dude is a joke
Lol this dude is a joke
Brief dismissive comment using casual humor/mockery toward a public figure.
Humor / Satire
0.85
@nathan-i-el_messario
Mar 4, 2025
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Self-deprecating joke about performative outrage and personal identity/belonging, using irony and emojis.
Epic_Knight
Jan 27, 2026
If you guys are tired of Trudeau can the US have him… please ?
If you guys are tired of Trudeau can the US have him… please ?
Sarcastic joke offering Trudeau to the US, using humor to express political dissatisfaction.
@PsilocybePhilosophy
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)