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
This guy on the bike doesn't give a shit ahhahahahahahaha
This guy on the bike doesn't give a shit ahhahahahahahaha
Casual, joking observation about someone on a bike with laughing emoji, no substantive claim.
Humor / Satire
0.90
SamuraiRyosuke
Jan 28, 2026
Canada will need their new border security actions after US citizens start hoarding eggs from Canada.????
Canada will need their new border security actions after US citizens start hoarding eggs from Canada.????
Uses joking tone and emoji to satirize potential cross-border resource hoarding as a humorous consequence.
Humor / Satire
0.90
@msaar1303
Mar 5, 2025
Hahahahahahahah to ALL American’ts ?
Hahahahahahahah to ALL American’ts ?
Laughing response with wordplay ('American'ts') mocking Americans, clearly satirical.
Humor / Satire
0.90
@djRickyGeneral1
Mar 4, 2025
They call him bologna lips
They call him bologna lips
Brief insulting nickname ('bologna lips') presented as casual mockery or joke.
Humor / Satire
0.90
@coonhound7937
Mar 4, 2025
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
Uses ironic sarcasm by quoting a hypocritical complaint about immigrants' behavior while describing the complainer's own inappropriate conduct.
Humor / Satire
0.90
AkashdeepSingh-un1pp
Nov 3, 2025
Who needs the kwikimart, I doooooooooo 🎵
Who needs the kwikimart, I doooooooooo 🎵
Reference to Simpsons character/song, using pop culture humor unrelated to substantive immigration discussion.
Humor / Satire
0.90
snappey
Feb 5, 2026
Where are the pest specialists when you need them?!
Where are the pest specialists when you need them?!
Uses dehumanizing metaphor ('pest specialists') as dark humor/satire about immigrants.
Humor / Satire
0.90
mmm-3737
Jan 27, 2026
2:33 homie, be colder than a motherfucker 😂
2:33 homie, be colder than a motherfucker 😂
Casual joke with laughing emoji reacting to a moment in the video with no substantive immigration commentary.
Humor / Satire
0.90
Jeeppeeps
Jan 28, 2026
Kudos to Trudeau, you really pants'd the orange douchey baguette ?
Kudos to Trudeau, you really pants'd the orange douchey baguette ?
Sarcastic, insulting humor praising Trudeau for embarrassing Trump through wordplay and crude language.
Humor / Satire
0.90
@titusrider7948
Mar 4, 2025
Just give us Alberta! We'll take great care of it 😘
Just give us Alberta! We'll take great care of it 😘
Uses ironic humor with a kiss emoji to make a joking claim about taking over a Canadian province.
Humor / Satire
0.90
AmericanImperialism
Jan 28, 2026
Mélanie Joly's mascara is much better than JD Vance's.
Mélanie Joly's mascara is much better than JD Vance's.
Joking comparison of appearance between Canadian and American political figures, unrelated to substantive policy.
Humor / Satire
0.90
@LeGuyLachance
Mar 4, 2025
Governor Trudeau sounds funny…
Governor Trudeau sounds funny…
Humorous comment mocking Trudeau's title as 'Governor' rather than Prime Minister, using ironic wordplay.
Humor / Satire
0.90
@Drkp23
Mar 4, 2025
Truly gone CRAY CRAY ??
Truly gone CRAY CRAY ??
Sarcastic/joking comment using exaggerated language ('CRAY CRAY') to mock the situation.
Humor / Satire
0.90
@hermanmunster714
Mar 4, 2025
Oh yah, they are all working at the 711 and other gas stations 😂
Oh yah, they are all working at the 711 and other gas stations 😂
Comment uses sarcasm and stereotyping (711/gas station workers) as ironic commentary on immigrant employment.
Humor / Satire
0.90
GashoguMuturi-g8z
Jan 28, 2026
Hahahahahahaha
Hahahahahahaha
Laughter response with no substantive content, indicating amusement or mockery of the video or previous comments.
Humor / Satire
0.90
PresleyDriscoll-j2p
Jan 27, 2026
51st state - elbows fown 😂😂😂
51st state - elbows fown 😂😂😂
Joking reference to Canada becoming the 51st US state with casual emoji, using sarcasm about immigration policy.
Humor / Satire
0.90
Whatever249
Feb 11, 2026
How do you spell stoopid? T R U M P. Not to forget V A N C E.
How do you spell stoopid? T R U M P. Not to forget V A N C E.
Uses wordplay and sarcasm to mock Trump and Vance, off-topic to immigration.
Humor / Satire
0.90
@E.Cummings
Mar 4, 2025
Booooooohooooooooo! Oh im so sad for Justin ohhhoooohhh noooooo! Why TRUMP!? WHY!!? ??????
Booooooohooooooooo! Oh im so sad for Justin ohhhoooohhh noooooo! Why TRUMP!? WHY!!? ??????
Uses exaggerated mock-mourning and sarcasm to ridicule sympathy for a political figure.
Humor / Satire
0.90
@ReverendAlfSharpton
Mar 4, 2025
Oh noooooooo my maple syrup is going to cost 25% more ?
Oh noooooooo my maple syrup is going to cost 25% more ?
Sarcastic comment about tariff impacts on maple syrup prices, using exaggerated concern as comedic commentary on trade consequences.
@AreeaYassan
Mar 4, 2025
Hhh greatest country on earth good one buddy
Hhh greatest country on earth good one buddy
Sarcastic dismissal of Canada as 'greatest country on earth,' using irony to critique the nation.
Humor / Satire
0.90
ghaithgh7729
Feb 26, 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)