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
"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
lmaooo the guy on the bike gotta be a paid actor
lmaooo the guy on the bike gotta be a paid actor
Jokingly suggests a video participant is a paid actor, using sarcasm to comment on the video's authenticity.
nicholasbui4197
Jan 29, 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
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
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
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
A sarcastic joke about mispronunciation and a pun on 'Tim Hortons,' using wordplay to mock the video content.
CanadiansInCarsGettingCocky
Jan 29, 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
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
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
Laughing reaction to a video moment, using emojis to express amusement at a specific exchange.
Humor / Satire
0.90
winistan
Jan 27, 2026
"we don't feel any racism here" "im as racist as the next guy" lmfaoo
"we don't feel any racism here"
"im as racist as the next guy"
lmfaoo
Uses ironic laughter to highlight the contradiction between someone claiming no racism while admitting to being racist.
Humor / Satire
0.90
ViviVAL141
Jan 27, 2026
Buddy on the bike holy shit lmfaoooooo
Buddy on the bike holy shit lmfaoooooo
Laughing reaction to a video moment ('buddy on the bike'), expressing amusement through casual slang and laughter.
Humor / Satire
0.90
pyrogaming5071
Jan 28, 2026
Bike guy is my spirit animal.
Bike guy is my spirit animal.
Lighthearted comment expressing affinity with a video moment using casual humor ('spirit animal').
Humor / Satire
0.90
snafu4696
Jan 28, 2026
THE MOON IS MADE OF CHEESE !!
THE MOON IS MADE OF CHEESE !!
Absurdist joke unrelated to immigration, using exaggeration for comedic effect.
Humor / Satire
0.90
Dvaxox
Jan 27, 2026
Truedu saying will do shit is pretty funny though ?
Truedu saying will do shit is pretty funny though ?
Sarcastic commentary mocking Trudeau's effectiveness, using humor to critique.
Humor / Satire
0.90
@shamsh09
Mar 4, 2025
The guy on the bike 😂😂😂
The guy on the bike 😂😂😂
Laughing reaction to a specific person in the video, likely finding something amusing or ironic about their appearance or behavior.
lubo8767
Jan 28, 2026
I made a huge United States of America this morning, it stank it was awful, I had to flush twice to clear everything.
I made a huge United States of America this morning, it stank it was awful, I had to flush twice to clear everything.
Crude scatological joke using bathroom humor as satire, unrelated to substantive policy discussion.
Humor / Satire
0.90
@glmchn
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
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
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)