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 place is an ICE gold mine
This place is an ICE gold mine
Uses sarcastic reference to ICE (Immigration and Customs Enforcement) to mock immigration enforcement or the video's subject matter.
T3B-Gaming
Jan 28, 2026
Ice Ice baby..... Let's Lear them real good!
Ice Ice baby..... Let's Lear them real good!
Sarcastic reference to 'Ice Ice Baby' combined with vague call to action, using humor and wordplay.
DonBronsconi
Feb 18, 2026
Graduation American Russian , you just make ur daddy happy (putin)...
Graduation American Russian , you just make ur daddy happy (putin)...
Uses sarcastic/mocking tone with a jab at the US president's alleged loyalty to Putin, employing ironic commentary.
@kennyvuu1487
Mar 4, 2025
What is Commissaire Trump up to ?
What is Commissaire Trump up to ?
Uses sarcastic title ('Commissaire Trump') to mock or make ironic commentary about a political figure.
Humor / Satire
0.70
@frankcunningham4912
Mar 4, 2025
I hope you stuffed the knife in your prison wallet.
I hope you stuffed the knife in your prison wallet.
Appears to be dark humor/sarcasm making a crude joke, though context is unclear without video reference.
Humor / Satire
0.70
SpaceeApee
Jan 28, 2026
Hmmm a President Harris not so bad now. TOO Late
Hmmm a President Harris not so bad now. TOO Late
Employs ironic commentary suggesting regret about a political alternative, with ambiguous sarcastic tone.
Humor / Satire
0.70
@darkcity2004
Mar 4, 2025
5:07 no way he is betting the allegation of being a White trash🤣
5:07 no way he is betting the allegation of being a White trash🤣
Commenter uses sarcasm and humor (emoji) to mock a moment in the video, referencing a specific timestamp.
RajivGhosh-ju1er
Jan 27, 2026
Canada is becoming new Poop 💩
Canada is becoming new Poop 💩
Uses crude humor and emoji to mock Canada's immigration situation, though underlying sentiment expresses concern.
sahilkhanMK52
Feb 13, 2026
ELBOWS UP THO
ELBOWS UP THO
Cryptic humorous or sarcastic interjection, likely referencing video content or meme culture.
Humor / Satire
0.70
estebanrivera7068
Feb 18, 2026
ha ha ha keep crying all you lying devilcrats?????\n??????MAGA??????
ha ha ha keep crying all you lying devilcrats?????\n??????MAGA??????
Uses sarcasm and mocking tone with political identity markers (MAGA) to dismiss opposing viewpoints.
@metalz-u4b
Mar 4, 2025
please no more durka durkas. zeroooo
please no more durka durkas. zeroooo
Uses derogatory slur and sarcasm ('zeroooo') in a mocking tone toward immigrants.
gab-o-r2c
Jan 3, 2026
HaNUUUUUUman
HaNUUUUUUman
Nonsensical exclamation with exaggerated spelling, likely intended as absurdist humor or trolling.
Humor / Satire
0.70
Cobenator
Jan 27, 2026
Skippy the closet boy and Roxham Rd.😅😅😅
Skippy the closet boy and Roxham Rd.😅😅😅
Uses sarcasm and emojis to mock political figures and immigration policy in a satirical manner.
jeffreybaker9165
Feb 17, 2026
The bike guy has his brain in his stomach
The bike guy has his brain in his stomach
Absurdist insult using crude humor to mock someone in the video, functioning as sarcastic commentary.
Humor / Satire
0.70
Jama3131
Mar 3, 2026
I blame Tim Hortons.
I blame Tim Hortons.
Absurdist blame directed at Tim Hortons as a humorous deflection from serious immigration debate.
Humor / Satire
0.70
oldskool1979
Feb 18, 2026
If you're not the bike guy already, you will be very soon
If you're not the bike guy already, you will be very soon
Joking prediction about becoming 'the bike guy,' using humor to comment on video content or broader patterns.
Humor / Satire
0.70
Coorsbanquetdad
Jan 27, 2026
Trudeau schudeau. Like father, like son….
Trudeau schudeau. Like father, like son….
Uses wordplay and sarcasm ('Trudeau schudeau') combined with a dismissive generational comparison, primarily comedic in tone.
@l.m.m.tucker6998
Mar 4, 2025
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every minute. Then sit back and point fingers. The audacity is absurd.
Uses sarcastic, ironic commentary about European/white historical conduct, framed as hypothetical time-machine critique.
mikewang6782
Jan 27, 2026
PSA: That guy sending you over the border was speaking Hindi
PSA: That guy sending you over the border was speaking Hindi
Appears to be a joking or sarcastic observation about language spoken during border crossing.
Humor / Satire
0.70
gurmgurm
Jan 27, 2026
oh OH ! we fuk'd
oh OH ! we fuk'd
Cryptic exclamation using casual language and abbreviation, likely sarcastic commentary on the situation discussed.
super_brainz
Feb 5, 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)