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
Feels illegal(ly trafficed) tobe this early! 13:33
Feels illegal(ly trafficed) tobe this early! 13:33
Joking about being early to the video with a pun on 'illegal' and 'trafficked,' typical YouTube comment humor.
ThatLilSeal
Jan 27, 2026
Downloading WW3??♀️
Downloading WW3??♀️
Commenter uses sarcasm and emoji to make a joke about potential conflict escalation, employing dark humor.
Humor / Satire
0.85
@Cookie_BK
Mar 4, 2025
I would rather u play with my poo over playing with my children 😂 😂
I would rather u play with my poo over playing with my children 😂 😂
Absurdist joke with no substantive content about immigration or policy.
Humor / Satire
0.85
mr.nobody6686
Jan 27, 2026
What is this guy saying about African 😂 really 🤔
What is this guy saying about African 😂 really 🤔
The commenter uses laughing and thinking emojis to express amusement at the video's content, suggesting ironic or satirical engagement with the material.
cleanworld4362
Jan 27, 2026
He called him Donald lol
He called him Donald lol
A brief, joking observation about someone being called by a name, expressing amusement rather than substantive commentary.
Humor / Satire
0.85
@rcortez911
Mar 4, 2025
I am a moron, and we all know it, I buy russia oil through Iran and ship it to Canada but supply Ukraine money for the war to fight russia, but I am a smart …
I am a moron, and we all know it, I buy russia oil through Iran and ship it to Canada but supply Ukraine money for the war to fight russia, but I am a smart man said no one.
Self-deprecating sarcastic commentary critiquing contradictory foreign policy positions through ironic exaggeration.
@scottansell3325
Mar 4, 2025
Why is he going in and out of doing a fake accent when he told the man he only speaks english? 😂
Why is he going in and out of doing a fake accent when he told the man he only speaks english? 😂
Uses sarcasm and humor to critique an apparent inconsistency in the video creator's behavior.
RatLettuce
Jan 27, 2026
Didn’t you back down literally the next day lol
Didn’t you back down literally the next day lol
Sarcastic challenge pointing out perceived contradiction or hypocrisy in the speaker's stated position.
Humor / Satire
0.85
@jamesleblue5817
Mar 4, 2025
The flip flops 😅
The flip flops 😅
Brief, emoji-based comment expressing amusement at something in the video, likely a joke or ironic observation.
Humor / Satire
0.85
conservativehippie9736
Jan 27, 2026
MRGA - Make Russia Great Again
MRGA - Make Russia Great Again
A sarcastic acronym play on a political slogan, using irony to mock geopolitical concerns.
Humor / Satire
0.85
@tanes1
Mar 4, 2025
Why Indians so bad at driving 😂?
Why Indians so bad at driving 😂?
Ethnic stereotype presented as a joke with emoji, though rooted in identity-based prejudice.
Caesar2001
Jan 27, 2026
Carney, why would you do this?? /s
Carney, why would you do this?? /s
Sarcastic question directed at a named individual with '/s' tag indicating ironic commentary.
Humor / Satire
0.85
Charlesce-dp1xe
Feb 18, 2026
Bro freezing balls. You haven’t seen cold Tyler, 💀
Bro freezing balls. You haven’t seen cold Tyler, 💀
Joking response to someone named Tyler about cold weather, using casual humor and skull emoji for comedic effect.
gibamach
Jan 27, 2026
This is what a professional snake oil salesman sounds like.Own country thinks he is woke and weak and now he wants to grandstand. Lol
This is what a professional snake oil salesman sounds like.Own country thinks he is woke and weak and now he wants to grandstand. Lol
Uses sarcastic mockery ('snake oil salesman', 'Lol') to criticize the speaker's credibility and perceived weakness, blending satire with policy critique.
@SKILZPAYBILZ
Mar 4, 2025
From the UK. Can we have Trudeau after you’re finished with him Canada?
From the UK. Can we have Trudeau after you’re finished with him Canada?
Sarcastic joke offering to take Trudeau off Canada's hands, using humor to critique leadership while comparing UK-Canada contexts.
@deboussolet
Mar 4, 2025
Can we trade? Just for a bit? You babysit the orange clown for a while and we get a smart, kind, intelligent, charismatic leader who actually does his job incredibly well? Just for a bit? …
Can we trade? Just for a bit? You babysit the orange clown for a while and we get a smart, kind, intelligent, charismatic leader who actually does his job incredibly well? Just for a bit? Please? PLEASE??!
Satirical trade proposal comparing Canadian and American leaders with exaggerated pleading for comedic effect.
@SilentK61636
Mar 4, 2025
Guy with bike: Hi, im leroy and this is india"
Guy with bike: Hi, im leroy and this is india"
This is a sarcastic joke comparing the video subject to a character from a different country, using ironic framing.
Humor / Satire
0.85
championscreedmma
Jan 27, 2026
This is kinda like listening to Biden after he was fired.
This is kinda like listening to Biden after he was fired.
Uses sarcastic comparison between Canadian and American leaders as comedic commentary.
@rjones6934
Mar 4, 2025
That guy with a bike is not holding back, hero XD
That guy with a bike is not holding back, hero XD
Lighthearted, joking comment praising someone's behavior with casual language and emoji.
Humor / Satire
0.85
AngloNorth
Jan 27, 2026
Those words are too big Donny diaper ?
Those words are too big Donny diaper ?
Sarcastic jab at a political figure using mocking language and a derogatory nickname, employing humor to critique.
@StelznerMemorialServices
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)