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
Indigenous watching red necks complaing "1/4 are immigrants": 👁👄👁
Indigenous watching red necks complaing "1/4 are immigrants": 👁👄👁
Uses ironic meme-format commentary to satirize complaints about immigration by invoking indigenous historical displacement.
soubermed2175
Oct 21, 2025
"They look the same and share licenses." I'm not even mad...lol
"They look the same and share licenses."
I'm not even mad...lol
Uses ironic humor about shared appearance and driver's licenses, with a self-aware 'not even mad' tone.
Humor / Satire
0.88
esparda07
Sep 20, 2025
Guy on a bike says"Africans have low intelligence''LMAO🤣🤣
Guy on a bike says"Africans have low intelligence''LMAO🤣🤣
Mocks a video subject's racist statement with laughter, using satire to ridicule the absurdity of the claim.
MobileGamer-x5w
Jan 27, 2026
Bold move, Castro. ?
Bold move, Castro. ?
Uses sarcastic comparison of Canadian PM to Castro as ironic commentary, with emoji reinforcing the mocking tone.
Humor / Satire
0.88
@user-99.99
Mar 4, 2025
?this is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
?this is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
Uses metaphor of family divorce to satirize US political situation, with humorous characterizations of political figures as family members.
@elainedoornbos3566
Mar 5, 2025
8:20 that vid with terrible stinky armpits lol
8:20 that vid with terrible stinky armpits lol
Crude joke referencing a specific timestamp in the video with no substantive immigration commentary.
Humor / Satire
0.88
HERNANCAMPOS-u6v
Feb 7, 2026
He looks like an Iranian official 😂😂😂
He looks like an Iranian official 😂😂😂
Joking comment making a physical/ethnic comparison about someone's appearance, using humor as the primary mode.
Humor / Satire
0.88
lilyghassemzadeh
Nov 21, 2025
holy based bicycle man
holy based bicycle man
Slang approval ('based') of a person or idea presented in the video, using casual internet vernacular.
Ryan-fs8fq
Jan 27, 2026
And for once he is not in blackface.
And for once he is not in blackface.
Sarcastic jab referencing past blackface controversy, using irony to critique the speaker.
Humor / Satire
0.88
@BonScott-c2z
Mar 4, 2025
Even the Indians don't like the Indians. 😂😂😂
Even the Indians don't like the Indians. 😂😂😂
Joking observation about internal ethnic group criticism using emoji for comedic effect.
Humor / Satire
0.88
PenjaminNostien
Jan 28, 2026
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't …
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't clear. US people have lost their damned minds).
Uses sarcasm to mock American voters' priorities (transgender athletes in sports), explicitly flagged as sarcasm by the commenter.
@davidmcleod5133
Mar 4, 2025
Melania is watching this video and rubbing one off. He's so dreamy!
Melania is watching this video and rubbing one off. He's so dreamy!
Sexually suggestive joke using sarcasm and absurdist humor to mock Trump, not making serious political argument.
Humor / Satire
0.88
@keithjenkins6708
Mar 4, 2025
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Uses ironic sarcasm ('Magastan') to mock political rhetoric and suggest avoiding a polarized environment.
Humor / Satire
0.88
juliansmith4295
Dec 26, 2025
We call them timmigrants in these parts now days 🤣🤣
We call them timmigrants in these parts now days 🤣🤣
Uses wordplay ('timmigrants') and laughing emojis to make satirical commentary on immigration.
Humor / Satire
0.88
nathanalyward16
Jan 27, 2026
Donald Chump
Donald Chump
A brief insulting pun on Trump's name, functioning as sarcastic mockery rather than substantive argument.
Humor / Satire
0.88
@professionalboycottservice7872
Mar 4, 2025
I'm getting real Archie Bunker vibes from that dude on the bike. 🤣
I'm getting real Archie Bunker vibes from that dude on the bike. 🤣
Makes a cultural reference (Archie Bunker) with laughing emoji to humorously characterize someone in the video.
Humor / Satire
0.88
The_Isaiahnator
Jan 27, 2026
I'm an African and was laughing at the Indians til mentioned Africans. lol he is brutal, sorry Indians we move regardless 😂😂😂😂
I'm an African and was laughing at the Indians til mentioned Africans. lol he is brutal, sorry Indians we move regardless 😂😂😂😂
Uses self-deprecating humor and laughter to react to being mentioned in the video, with a brief personal identity claim.
anngatwiri9975
Mar 1, 2026
3:48 lets be honest. What white person wants to work at a Tim Hortons
3:48 lets be honest. What white person wants to work at a Tim Hortons
Uses sarcastic rhetorical question to humorously suggest that employment patterns reflect job desirability rather than discrimination.
Humor / Satire
0.88
ethanford6358
Jan 27, 2026
5:26 What a brave man 😂
5:26 What a brave man 😂
Sarcastic comment with emoji mocking someone in the video as 'brave,' using irony to critique their position.
Humor / Satire
0.88
vincenttop10
Mar 1, 2026
Todays word is TOGETHER. TOGETHER \nTOGETHER. Its like an episode from Sesame Street . TOGETHER
Todays word is TOGETHER. TOGETHER \nTOGETHER. Its like an episode from Sesame Street . TOGETHER
Mocks the video's emphasis on unity through Sesame Street reference, using ironic repetition as satire.
@Plutoman09
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)