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
“Press 2 for Chinese…”
“Press 2 for Chinese…”
Uses sarcastic reference to multilingual phone prompts as ironic commentary on immigration and cultural change in Canada.
Humor / Satire
0.90
smithcas86
Sep 9, 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
The guy on the bike 😂
The guy on the bike 😂
Brief humorous reaction to a specific moment in the video with emoji laughter.
Humor / Satire
0.90
Sportsheads604
Jan 29, 2026
I think, it doesn't help that the guy behind him looks like young Walter White when he talks about Fentanyl. :D
I think, it doesn't help that the guy behind him looks like young Walter White when he talks about Fentanyl. :D
Makes a joking observation comparing someone in the video to a TV character, using humor and sarcasm rather than substantive critique.
Humor / Satire
0.90
@exander77
Mar 4, 2025
The guy on the bike is a legend !
The guy on the bike is a legend !
Positive humorous reaction to a specific person in the video, praising them as legendary.
Humor / Satire
0.90
Jako.D
Jan 29, 2026
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Sarcastically comments on the bike guy's character using irony and emojis, treating video content as comedic material.
colourqueen22
Mar 1, 2026
Trump is not a smart guy. His full name is Donald Dumb.
Trump is not a smart guy. His full name is Donald Dumb.
Dismissive name-calling presented as a joke ('Donald Dumb') rather than substantive critique.
Humor / Satire
0.90
@raymondzhang3731
Mar 4, 2025
Hahaha 😅 you just realizing ?
Hahaha 😅 you just realizing ?
Sarcastic, dismissive laugh suggesting the commenter finds it obvious or absurd that others are only now realizing the issue.
Humor / Satire
0.90
dfg43cvx-CoherentArrayWaver
Jan 19, 2026
Could it be said that Canada's goose is cooked? :)
Could it be said that Canada's goose is cooked? :)
Wordplay on 'Canada's goose is cooked' idiom, using sarcasm to comment on Canada's difficult situation.
Humor / Satire
0.90
@joehowe9532
Mar 4, 2025
Bike guy the 🐐
Bike guy the 🐐
Commenter is using slang ('GOAT' = greatest of all time) to humorously praise a person featured in the video.
Tdogbikes
Jan 29, 2026
Lol castreau must geau
Lol castreau must geau
Uses wordplay and mockery ('castreau must geau') to satirize Canadian leadership.
Humor / Satire
0.90
@douglasjenner5064
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
We've been sick of immigrants since the 1600's... When we hear these settler immigrants complain about other immigrants... We laugh 🤣😂🤣
We've been sick of immigrants since the 1600's... When we hear these settler immigrants complain about other immigrants... We laugh 🤣😂🤣
Sarcastic commentary with emojis pointing out historical irony of settler-descendants complaining about immigration.
ApacheNationRDR2
Sep 10, 2025
It's hard to drive when you have a bobblehead.
It's hard to drive when you have a bobblehead.
Cryptic joke or sarcastic jab, likely mocking someone in the video with a physical characteristic reference.
Humor / Satire
0.90
carlosdominguez3108
Jan 27, 2026
Hahaha I know the guy that gave you the finger from the grey honda civic. 😂😂😂😂
Hahaha
I know the guy that gave you the finger from the grey honda civic.
😂😂😂😂
Humorous anecdote about recognizing someone from the video, using laughter emojis to indicate joking tone.
jonnyblaze69in
Jan 27, 2026
INVASION IN THE TITTLE IS A LIL EXTREME 😂 ASK THE NATIVES WHO DID THE INVASION!!!!! 🤡
INVASION IN THE TITTLE IS A LIL EXTREME 😂 ASK THE NATIVES WHO DID THE INVASION!!!!! 🤡
Uses sarcasm and irony to critique the 'invasion' framing by pointing out historical colonization of Indigenous lands.
Humor / Satire
0.90
DiliciousDishes
Jan 27, 2026
Buddy on Bike Giga Chad.
Buddy on Bike Giga Chad.
Brief, lighthearted comment praising someone's behavior using internet slang ('Giga Chad'), likely humorous in tone.
Humor / Satire
0.90
Punisher_brings_justice
Jan 27, 2026
Ooh, a whopping $420 tax cut.
Ooh, a whopping $420 tax cut.
Uses sarcasm to mock the inadequacy of a proposed tax cut measure.
GWS-rl4wh
Jan 17, 2026
the guy on the bike is the average canadian rn 😂
the guy on the bike is the average canadian rn 😂
Uses emoji and casual tone to make a joking observation about current Canadian conditions.
Humor / Satire
0.90
FatChicken56
Jan 28, 2026
Buddy was spittin 🤣🤣
Buddy was spittin 🤣🤣
Casual expression of approval using slang and emojis, indicating the commenter found the content entertaining or well-delivered.
Humor / Satire
0.90
umbriels
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)