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
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Humor / Satire
4,434 comments
put me in am tired of pay extra for the beans like mexican
put me in am tired of pay extra for the beans like mexican
Uses sarcastic/joking tone about wanting to join Canada to escape high food prices, mixing humor with implied action.
@vitorino3street517
Mar 4, 2025
JD is the New Candy man ?
JD is the New Candy man ?
Uses cryptic wordplay ('New Candy man') that appears to be sarcastic or joking commentary on a political figure.
Humor / Satire
0.70
@majeedahgriffin9443
Mar 4, 2025
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
Uses sarcastic tone and rhetorical questioning to critique Trump's geopolitical strategy regarding Russia.
@Foreverfront
Mar 4, 2025
IT IS BOILING NICELY!!!!!!!!!!!!
IT IS BOILING NICELY!!!!!!!!!!!!
Cryptic exclamatory comment with multiple punctuation marks suggesting sarcastic or ironic commentary, likely referencing tensions 'boiling over' in the immigration/political context.
Humor / Satire
0.70
@AfricaTake2
Mar 4, 2025
Go ?? ? I do strongly disagree with you Don is not smart he has a below room temperature IQ.
Go ?? ? I do strongly disagree with you Don is not smart he has a below room temperature IQ.
Uses sarcasm and insult humor to critique a political figure's intelligence and disagreement with their position.
@dawnlakes1964
Mar 4, 2025
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
Opens with physical appearance joke (Castro comparison) then shifts to qualified approval of policy positions.
@chemicalbalance
Mar 4, 2025
You can smell the video from here.
You can smell the video from here.
Sarcastic or joking comment using sensory language to critique the video's quality or content.
Humor / Satire
0.70
MaverickZ007
Jan 27, 2026
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
Uses ironic wordplay ('make america normal') to satirize political slogans while expressing concern about US political direction.
@floydstash
Mar 4, 2025
The dude on the bike is definitely autistic 😂
The dude on the bike is definitely autistic 😂
Makes a joke about someone's behavior using a disability reference with laughing emoji, employing humor to mock.
Humor / Satire
0.70
Coralineothermother
Jan 28, 2026
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Uses sarcastic/ironic suggestion about relocating Somali immigrants to Minneapolis, mixing ethnic stereotyping with satirical tone.
chaosticalz
Jan 28, 2026
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Appears to be sarcastic praise for East Indians paired with a YouTube link, mixing ironic commentary with promotional content.
rufinogalagan1449
Oct 10, 2025
LOL IT WAS DUE
LOL IT WAS DUE
Cryptic laughing response, likely sarcastic commentary on the video's content or timing.
Humor / Satire
0.70
WASUPMYNIG
Jan 28, 2026
lol ?♀️ ?? ? ….. ?? ?????????????????????????????????????????????????????????????????????????
lol ?♀️ ?? ? ….. ?? ?????????????????????????????????????????????????????????????????????????
Minimal substantive content consisting primarily of laughter emojis and question marks, expressing amusement or mockery.
Humor / Satire
0.70
@josiffexplosiff1
Mar 5, 2025
Please take CNN & BBC TO CANADA...
Please take CNN & BBC TO CANADA...
Sarcastic suggestion to send news outlets to Canada, likely mocking media criticism.
Humor / Satire
0.70
@robrob6238
Mar 4, 2025
thats below down syndrome lmfaoooo
thats below down syndrome lmfaoooo
Uses crude humor and laughter-indicating text to mock or jest, though the target and intent are unclear.
Humor / Satire
0.70
eddypulido4757
Jan 28, 2026
FOTUS $trikes again. Gawd BLE$$ amerika ?
FOTUS $trikes again. Gawd BLE$$ amerika ?
Sarcastic commentary with dollar signs replacing letters ('$trikes', 'BLE$$') mocking US politics and expressing ironic patriotism.
@walterkocher
Mar 4, 2025
Mr. Trudeau is a true fucking american hero!
Mr. Trudeau is a true fucking american hero!
Sarcastically calls Trudeau an 'American hero,' likely mocking his alignment or policies through ironic praise.
@QGISmaster
Mar 5, 2025
Trudeaublos
Trudeaublos
Appears to be a derogatory slang term or meme reference mocking Trudeau supporters, using humor/satire.
Humor / Satire
0.70
@sowhat3459
Mar 5, 2025
Get wrecked wokies
Get wrecked wokies
Sarcastic/mocking phrase dismissing progressive critics, using colloquial language for comedic effect.
@VincentX709
Mar 4, 2025
It’s quite funny that the Indians worship a white god.
It’s quite funny that the Indians worship a white god.
Makes an ironic observation about religious practices with sarcastic tone, likely mocking cultural stereotypes.
KennyFrederick-jc8pz
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)