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
The guy on the bike.made me die😂😂😂
The guy on the bike.made me die😂😂😂
Expresses amusement at a specific moment in the video using laughing emojis, indicating comedic reaction.
besonelaj7777
Jan 27, 2026
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Lol 😆 🤣 im so excited to finally get my 30 dollars a month
Sarcastic comment mocking low government benefits with laughing emojis, using irony to critique policy.
Humor / Satire
0.90
jordanadams8752
Jan 27, 2026
The orange Cheeto needs to go. He's a slumlord vagabond.
The orange Cheeto needs to go. He's a slumlord vagabond.
Uses derisive nickname ('orange Cheeto') and exaggerated insults in a mocking, sarcastic tone.
Humor / Satire
0.90
@TechReviewbyIrdi
Mar 4, 2025
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
"Fak u, go away"
"Fak u, go away"
Brief quoted phrase presented as sarcastic/ironic commentary on hostile sentiment toward immigrants.
Humor / Satire
0.90
MilquetoastQT
Jan 27, 2026
holy side quest
holy side quest
Uses gaming terminology ('side quest') as ironic commentary on the video content.
Humor / Satire
0.90
schizoiddog
Jan 27, 2026
Hahaha.\nEnjoy your woke fate Canada.\nHahaha.
Hahaha.\nEnjoy your woke fate Canada.\nHahaha.
Uses sarcastic laughter and mocking tone to critique Canadian 'woke' policies without substantive argument.
@Clark-iey
Mar 4, 2025
Blockbuster: The Enemy Within - Starring Donald Trump/ Co Starring Elon musk and the childish bunch!
Blockbuster: The Enemy Within - Starring Donald Trump/ Co Starring Elon musk and the childish bunch!
Uses movie title format and sarcastic characterization ('childish bunch') to mock political figures through parody.
Humor / Satire
0.90
@tweet334
Mar 4, 2025
This guy with the bike tho 😅
This guy with the bike tho 😅
Brief, lighthearted observation about a person in the video with an emoji indicating amusement.
nathanaelpaul519
Jan 27, 2026
Is MAGA allowed to watch this?
Is MAGA allowed to watch this?
Sarcastic question implying MAGA supporters wouldn't approve of or watch this content, using irony for commentary.
Humor / Satire
0.90
@2busyFL
Mar 4, 2025
No way bro!!! 😂😂
No way bro!!! 😂😂
Brief dismissive response with laughing emojis expressing skepticism or amusement at the video content.
Humor / Satire
0.90
guillermobowden9940
Jan 28, 2026
The zoom in on the sandals 🤣🤣
The zoom in on the sandals 🤣🤣
A joking comment about the video's visual editing (zoom on sandals), unrelated to immigration discourse.
Humor / Satire
0.90
jezthebezt
Jan 27, 2026
7:53 Focusing on his feet like it's some criminal offence to wear flip flops in public 😂
7:53 Focusing on his feet like it's some criminal offence to wear flip flops in public 😂
Sarcastic commentary on video content focusing on trivial detail (flip-flops) as if it were serious.
Humor / Satire
0.90
amitojsingh2010
Jan 27, 2026
LOL so intimidating.
LOL so intimidating.
Uses sarcasm ('LOL so intimidating') to mock or dismiss something as not threatening.
Humor / Satire
0.90
@ceeesmack
Mar 4, 2025
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
No deodorant were harmed in the making of this video
No deodorant were harmed in the making of this video
Absurdist joke making a humorous reference to a product brand in relation to the video content.
Humor / Satire
0.90
scrawford9
Jan 27, 2026
thank you for calling tim hortons, duhrka duhr duhr dukra dukrr3yehrewhuerw.
thank you for calling tim hortons, duhrka duhr duhr dukra dukrr3yehrewhuerw.
Mocking imitation of accent/language, using absurdist humor to stereotype immigrant service workers.
Humor / Satire
0.90
Riickshaw
Jan 27, 2026
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
Uses humorous exaggeration about citizenship testing and welcomes the person with joking tone and American cultural reference.
TheColdbloodedfox
Jan 28, 2026
Trudeau and Ford need to settle this in a Cage match with tRump and JD \nteam canada would wipe the floor with them.
Trudeau and Ford need to settle this in a Cage match with tRump and JD \nteam canada would wipe the floor with them.
Uses absurdist humor (cage match scenario) to satirize political tensions between leaders.
Humor / Satire
0.90
@mrdude5101
Mar 4, 2025
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
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)