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 seem set on pissing of everyone, well except Putin maybe :|
Trump seem set on pissing of everyone, well except Putin maybe :|
Sarcastic commentary about Trump's diplomatic relations, using humor to critique his approach to international relations.
@DonJohn87_YT
Mar 4, 2025
Make it illegal to shit on the sidewalk, they will all move
Make it illegal to shit on the sidewalk, they will all move
Sarcastic proposal using crude humor to mock immigrants, combining satire with underlying threat rhetoric.
beremuts
Nov 16, 2025
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! …
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! I’m switching to McDonalds. Singh Hortons will never see another dollar from me
Uses sarcasm and wordplay ('Singh Hortons') to mock a business owner's ethnicity while complaining about service, blending satire with identity-based criticism.
docsgearheadgaming2503
Jan 29, 2026
Plump has no friends,now he's making sure amerussia won't have any either.
Plump has no friends,now he's making sure amerussia won't have any either.
Uses sarcastic wordplay ('Plump,' 'amerussia') to mock Trump's foreign policy approach.
@rosiemccrindle2271
Mar 4, 2025
Will see who folds my bet is on the gay man.
Will see who folds my bet is on the gay man.
A joking prediction about who will 'fold' in a confrontation, using casual betting language as satire.
Humor / Satire
0.75
@444-y7h
Mar 4, 2025
Why was us africans getting the hit😂😂 what did we do to the white guy who can only afford a bicycle 😂
Why was us africans getting the hit😂😂 what did we do to the white guy who can only afford a bicycle 😂
Ironic commentary using humor and emojis to critique racial double standards in the video or comments.
Humblejed111
Jan 29, 2026
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Uses humor and a quoted anecdote about Indian immigrants' concerns regarding demographic saturation, with ironic tone signaled by laughing emojis.
JamesdeanD
Jan 27, 2026
You’re a smart guy Donald. Nope!!!
You’re a smart guy Donald. Nope!!!
Sarcastic comment using irony ('smart guy') followed by negation to mock someone's intelligence or position.
@Get_Outside727
Mar 4, 2025
She obviously fits the job description put out by Pinocchio carny
She obviously fits the job description put out by Pinocchio carny
Uses sarcastic comparison ('Pinocchio carny') to mock a political figure mentioned in the video.
duanedale2505
Feb 26, 2026
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
4:51 it says it all right here!
At least it's not the Muslims and Africans. 😆
Uses sarcasm and emoji to make a joke about religious/ethnic groups, with underlying identity-based framing.
jdsimz8147
Jan 29, 2026
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
Uses sarcastic irony to critique Trump's character and intelligence through mock agreement.
@WaverlyGarner
Mar 4, 2025
I’m as racist as the next guy… WOOOOOWWWWW😢
I’m as racist as the next guy… WOOOOOWWWWW😢
Uses ironic self-deprecation and emotional expression (emoji) to satirize racist attitudes, likely mocking such views.
Underthestreetlightz
Jan 27, 2026
Don't worry, get rapture ready!
Don't worry, get rapture ready!
Cryptic religious reference presented as a joke or sarcastic commentary on the video topic.
Humor / Satire
0.75
1canbuttercup1599
Jan 29, 2026
Trudeau spanking coming soon
Trudeau spanking coming soon
Sarcastic/joking reference to Trudeau receiving punishment, using colloquial language for comedic effect.
Humor / Satire
0.75
@jehanzebn
Mar 4, 2025
😂😂😂😂 I love all humans.. but can we please close Americas boarders.. please
😂😂😂😂 I love all humans.. but can we please close Americas boarders.. please
Opens with laughter emojis and expresses contradictory sentiment (love humans but close borders) in a tongue-in-cheek manner.
ColdSunshineHotShade
Jan 29, 2026
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
ivermectin gave DJT brain rot
ivermectin gave DJT brain rot
Sarcastic/joking comment using exaggeration ('brain rot') as political mockery rather than serious claim.
Humor / Satire
0.75
@drewsykes8231
Mar 4, 2025
Markets on the rise turdo!!!
Markets on the rise turdo!!!
Sarcastic nickname ('turdo') and ironic celebration of market gains, mocking the Prime Minister.
Humor / Satire
0.75
@WinX4206
Mar 4, 2025
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how …
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how much insight Canada ?? has on American ?? supply
Uses ironic, rambling commentary about Trump's role in raising awareness of Canadian politics, with sarcastic tone about international relations.
@empresslocdoctor6328
Mar 4, 2025
How about Trump dismantling something worth doing : Scientology, there he'll score some points
How about Trump dismantling something worth doing : Scientology, there he'll score some points
Sarcastic suggestion that Trump should dismantle Scientology instead, using ironic framing for comedic effect.
Humor / Satire
0.75
@MM180.9
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)