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
Brampladesh
Brampladesh
Uses a derogatory portmanteau combining 'Brampton' with a slur, functioning as satirical commentary on demographic change.
DERTHIX
Jan 27, 2026
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Sarcastic praise of Trudeau followed by insulting characterization of Trump, using ironic tone and name-calling.
@ridingmoon1617
Mar 4, 2025
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Sarcastic, insulting commentary about a US political figure's intelligence, using humor and exaggeration to critique.
@rebeccagrigsby
Mar 4, 2025
The man on the bike is right!! lmao!!
The man on the bike is right!! lmao!!
The commenter is laughing at and agreeing with someone in the video using casual, joking language ('lmao').
cindichean
Jan 27, 2026
Trump thinks Canada is similar to Mexico or Ukraine. Dump
Trump thinks Canada is similar to Mexico or Ukraine. Dump
Uses sarcasm and wordplay ('Dump' as pun on Trump's name) to mock Trump's understanding of Canada.
Humor / Satire
0.75
@torontotq
Mar 4, 2025
💩 🇮🇳 Goodbye Canada and Britain! My phone wilted from their smell!
💩
🇮🇳
Goodbye Canada and Britain!
My phone wilted from their smell!
Crude satirical/mocking commentary using emojis and exaggeration to demean immigrant groups.
Black-notebook-n13-1i
Jan 27, 2026
REPEAT YOU MAGA TURDS \nNOBODY WINS IN A TRADE WAR
REPEAT YOU MAGA TURDS \nNOBODY WINS IN A TRADE WAR
Uses sarcastic insults and mocking tone to critique trade war policy, blending humor with political commentary.
Humor / Satire
0.75
@phillysportsmedia2825
Mar 4, 2025
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
Sarcastic, dismissive tone with nationalist exclamations mocking the complaint about tariffs.
@Quovix1
Mar 4, 2025
Canada is not a real place.
Canada is not a real place.
Makes an absurdist or sarcastic statement questioning Canada's existence, likely as ironic commentary.
ChutterBuggins
Jan 27, 2026
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Sarcastic dismissal ('Piss off') combined with ironic support for tariffs, using humor to express political frustration.
@MartyNorris-h1z
Mar 4, 2025
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
Dismissive insult ('bum') delivered with sarcastic tone, expressing contempt for Trudeau through exaggerated language.
@Lou-y1e
Mar 4, 2025
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Mocking tone with excessive capitalization and exclamation marks directed at Trump and his supporters, functioning as sarcastic political commentary rather than serious argument.
@DevWillie-m2j
Mar 4, 2025
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
Combines sarcastic commentary about cultural/religious identity with humor, mocking someone's understanding of Indian and Muslim communities.
thedopeopera9281
Jan 27, 2026
Maybe he can continue his job as PM. Thanks to Trump
Maybe he can continue his job as PM. Thanks to Trump
Sarcastic comment suggesting Trudeau could continue as PM thanks to Trump, using irony to critique the political situation.
@materials-expert
Mar 4, 2025
This is what happens when stupid people think they’re smart. #DumpTrump
This is what happens when stupid people think they’re smart. #DumpTrump
Dismissive insult framed as sarcastic commentary on perceived stupidity, with a call-to-action hashtag.
@michaelwallach4352
Mar 4, 2025
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
Uses sarcastic irony by turning Trudeau's criticism back on him with reference to the Trucking Convoy controversy.
@bearmarkettradeideas
Mar 4, 2025
Too late to try to be man lol
Too late to try to be man lol
Commenter makes a brief, cryptic joke suggesting Trudeau's attempt at toughness is too late, using sarcasm.
Humor / Satire
0.75
@ericmcginnis7576
Mar 4, 2025
?????? that is on you trummpeez
?????? that is on you trummpeez
Cryptic sarcastic comment blaming Trump ('trummpeez') with minimal context, using mockery and misspelling for effect.
Humor / Satire
0.75
@DavidOrtiz-sm2pf
Mar 4, 2025
Do animals at the zoo pay the keepers. Then whyxwoukd a canadian pay taxes to these psycopaths
Do animals at the zoo pay the keepers. Then whyxwoukd a canadian pay taxes to these psycopaths
Uses sarcastic analogy comparing immigrants to zoo animals to critique taxation and immigration policy.
pokey-m2w
Jan 19, 2026
lol, canada won't win the 4 nations cup
lol, canada won't win the 4 nations cup
Joking comment about Canada's sports performance, using humor to deflect from serious discussion.
Humor / Satire
0.75
@BaseballPlayer0
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)