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
I think they go by the name John Smiths, Alex Brown, Johnny white. The only way to figure out is let them read their names.. 😅😅😅
I think they go by the name John Smiths, Alex Brown, Johnny white. The only way to figure out is let them read their names.. 😅😅😅
The comment uses sarcastic humor and emoji to mock the idea of identifying people by stereotypical Anglo names.
Humor / Satire
0.90
chaimgevaldik1918
Sep 29, 2025
The among us sounds in Tim Hortons took me out 😂😂😂
The among us sounds in Tim Hortons took me out 😂😂😂
Makes a joke about ambient sounds in a Tim Hortons location, using humor for entertainment rather than substantive commentary.
Humor / Satire
0.90
Nick_Nodes
Jan 27, 2026
Tank yoo four showwing our bootiful kalchure saar 😊
Tank yoo four showwing our bootiful kalchure saar 😊
Mocking parody using intentional misspellings and stereotypical accent to satirize immigrant cultural representation.
Humor / Satire
0.90
Tommyknobinson-j4i
Feb 24, 2026
Bike guy is a fuckin Chad 🤣 holy based
Bike guy is a fuckin Chad 🤣 holy based
Uses slang ('Chad', 'based') and laughing emoji to express approval through ironic/casual humor.
Humor / Satire
0.90
voicestobeheard8028
Jan 29, 2026
lol they were scammed by Canada
lol they were scammed by Canada
Uses ironic humor to comment on the situation, suggesting Canada itself scammed the immigrants.
Humor / Satire
0.90
rajeevdsamuel
Jan 15, 2026
@8:04 that guy is hilarious 😂
@8:04 that guy is hilarious 😂
Brief comment with laughing emoji responding to a specific moment in the video, indicating amusement or mockery.
Humor / Satire
0.90
sincerewyd2285
Jan 29, 2026
“I can’t break my visa rules?” “No.” 😮😢
“I can’t break my visa rules?”
“No.”
😮😢
Sarcastic dialogue format with emojis mocking the enforcement of visa rules and immigrant consequences.
Humor / Satire
0.90
RiokuAvalon
Jan 15, 2026
I agree with everything Trudeau said...except for when he said Donald was a smart guy.
I agree with everything Trudeau said...except for when he said Donald was a smart guy.
Uses ironic humor by agreeing with Trudeau except for one specific point, creating a comedic jab at Trump.
Humor / Satire
0.90
@DJ-gc4fk
Mar 4, 2025
Alberta Calling... "new phone, who dis?"
Alberta Calling... "new phone, who dis?"
Playful meme-style joke using the 'new phone, who dis' format to mock Alberta's political messaging.
Humor / Satire
0.90
@miketerrine1131
Feb 20, 2026
420$😂😂😂😂 thanks you Liberal's 😂
420$😂😂😂😂 thanks you Liberal's 😂
Sarcastic mockery of inadequate government payment amount using laughing emojis and ironic thanks.
Humor / Satire
0.90
BenSmith-gx7kg
Jan 14, 2026
I always think “this guy couldn’t be less threatening. Then he proves me wrong and starts talking French.”
I always think “this guy couldn’t be less threatening. Then he proves me wrong and starts talking French.”
Ironic joke about the speaker's appearance versus his rhetorical impact when speaking French.
Humor / Satire
0.90
@jacobyinger4476
Mar 4, 2025
15:49 obrigado- mans saying thank you in Portuguese XD
15:49 obrigado- mans saying thank you in Portuguese XD
Lighthearted observation about a video timestamp with a humorous reaction to someone speaking Portuguese.
Humor / Satire
0.90
ShyL_Boof
Jan 29, 2026
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - …
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - Should be another exciting 4 years!
Uses sarcasm and ironic commentary to mock Trump's 'Make America Great Again' slogan by suggesting it refers to economic depression.
Humor / Satire
0.90
@Viaonika
Mar 4, 2025
Not the Africans catching strays lol
Not the Africans catching strays lol
Ironic/joking comment using slang ('catching strays') to mock the targeting of Africans in previous comments.
Humor / Satire
0.90
PastelPixie99
Mar 3, 2026
Nice of Trudeau to use simple words Trump can understand
Nice of Trudeau to use simple words Trump can understand
Sarcastic jab at Trump's intelligence level, using ironic commentary about communication style.
Humor / Satire
0.90
@SilverAlce
Mar 4, 2025
PrickMinister Truedope's motto was "don't worry be happy smoke another joint" Chaos Carney’s motto is "Don't worry be happy (squared)".
PrickMinister Truedope's motto was "don't worry be happy smoke another joint"
Chaos Carney’s motto is "Don't worry be happy (squared)".
Uses sarcastic wordplay and mocking nicknames ('PrickMinister Truedope,' 'Chaos Carney') to satirize government leadership incompetence.
MrBoondocker247
Feb 26, 2026
bramladesh 😂❤
bramladesh 😂❤
Playful wordplay combining 'Bangladesh' with 'Bramladesh,' using humor and emoji to comment on demographics.
Humor / Satire
0.90
goldenmushrooms48
Jan 29, 2026
Buddy on the bike was openly honest 😂😂😂😂😂😂😂😂
Buddy on the bike was openly honest 😂😂😂😂😂😂😂😂
Appreciative comment about someone's candid remarks, expressed through laughter and emojis.
Humor / Satire
0.90
Loso1131
Jan 27, 2026
Please invade us!!
Please invade us!!
Ironic/sarcastic comment using absurdist humor to comment on the geopolitical situation.
Humor / Satire
0.90
@peg9897
Mar 4, 2025
Singh Hortons
Singh Hortons
Wordplay joke combining 'Singh' (common Punjabi surname) with 'Tim Hortons' (Canadian coffee chain), mocking through pun.
Humor / Satire
0.90
shellbacksclub
Jan 27, 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)