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
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
Uses sarcastic questioning and ironic framing to mock someone's credibility, combining identity-based critique with comedic tone.
chikitasworld
Jan 28, 2026
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
Sarcastic comparison between political figures with ironic commentary on hypothetical trade-offs.
@karendowney2888
Mar 5, 2025
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Sarcastic/ironic commentary comparing immigration to ancient Babylon, using absurdist humor to critique demographic change.
nimics
Jan 27, 2026
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Uses sarcastic, exaggerated tone mocking Trump's intelligence while expressing geopolitical anxiety about Putin's intentions.
@reneesimerale
Mar 4, 2025
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Sarcastically frames Canada as benefiting from ethnic/religious tensions, using irony and emojis to mock the situation.
gsk8366
Jan 27, 2026
Trudeaueueueueue can suck it.
Trudeaueueueueue can suck it.
Uses crude humor and name-mangling (repeated vowels) as dismissive mockery of Trudeau.
Humor / Satire
0.75
@notrat5678
Mar 5, 2025
WHY DONALD TRUMP CANT HANDLE A WORD DUMB... HE IS CHORINCALLY DUMB HE SHOULD KNOW... HE JUST WANA PRETEND NOT TO RECOGNISE IT, SO PRETEND NOT TO HEAR THEN... I CANT WAIT DONALD TRUMP TO …
WHY DONALD TRUMP CANT HANDLE A WORD DUMB... HE IS CHORINCALLY DUMB HE SHOULD KNOW... HE JUST WANA PRETEND NOT TO RECOGNISE IT, SO PRETEND NOT TO HEAR THEN... I CANT WAIT DONALD TRUMP TO CRY!!!!!!!!!!!!!!!!!!!! OVER A DUMB WORD.... CRY BABY CRY!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Comment uses exaggerated, mocking language and repetition to satirize Trump's behavior, framed as emotional outburst rather than serious critique.
@deborahmeghan5583
Mar 5, 2025
Buddy on the bike is based
Buddy on the bike is based
Casual slang approval ('based') of someone in the video, likely ironic or joking commentary.
megankeily4858
Feb 7, 2026
What's happening to the white man is called CARMA
What's happening to the white man is called CARMA
Uses sarcasm and wordplay ('CARMA') to mock claims of discrimination against white people, employing ironic commentary.
sfinx69
Jan 28, 2026
FAFO, the next “Miracle on Ice”!
FAFO, the next “Miracle on Ice”!
Uses sarcastic reference to 'Miracle on Ice' and cryptic 'FAFO' (Find Out For Ourselves) in ironic tone about Olympic outcomes.
Humor / Satire
0.75
deanmcghie6519
Feb 26, 2026
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
Uses joking tone and emoji to make a satirical comment about American territorial expansion, while asserting Native American identity.
ZiggiRai-p5j
Feb 8, 2026
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t
(EVEN THE FKING BIKE GUY) 🤣💯
Uses sarcasm and crude humor to mock what the commenter sees as hypocrisy in how Canadians and Sikhs are portrayed.
THELGNDC33J4Y
Jan 28, 2026
Toronto is so annoying lol Scrappy.
Toronto is so annoying lol
Scrappy.
Brief dismissive comment with casual tone ('lol', 'Scrappy') expressing mild criticism through humor rather than substantive argument.
Humor / Satire
0.75
MilquetoastQT
Jan 28, 2026
Lmao that monkey man looking statue and blueman
Lmao that monkey man looking statue and blueman
The comment uses casual mockery and laughter about statues/visuals in the video, functioning as irreverent commentary on the video content.
Ynotbehumanfirst
Jan 29, 2026
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Self-aware ironic comment using humor and emojis to comment on the video content, though the underlying sentiment is ambiguous.
adrianduncan7228
Jan 28, 2026
The Night The Lights Went Out In The US.
The Night The Lights Went Out In The US.
Uses poetic/literary reference as ironic commentary on US political decline, with implicit national identity critique.
@Mochahontas1154
Mar 4, 2025
lol you guys listen to this dude?? hahahahah His corruption is all over the internet lol smh
lol you guys listen to this dude?? hahahahah His corruption is all over the internet lol smh
Uses sarcasm and dismissive tone to mock Trudeau, with vague corruption allegations presented without evidence.
@jsean13
Mar 4, 2025
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
Satirical comment using ironic exaggeration about Canadian sovereignty and US annexation, likely mocking political discourse.
@AJ-gu8rl
Mar 4, 2025
Probably wishing they had sleepy Jo’s back ?????????
Probably wishing they had sleepy Jo’s back ?????????
Sarcastic comment with emoji suggesting ironic nostalgia for a previous political figure.
Humor / Satire
0.75
@skibbydweez2647
Mar 4, 2025
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
Uses a derogatory pun on the Prime Minister's name as sarcastic commentary, combining wordplay with political criticism.
grantboucher9342
Feb 25, 2026
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)