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
ICE BAD ICE BAD!
ICE BAD ICE BAD!
Repetitive exclamatory phrase appears to be sarcastic or mocking commentary, likely referencing video content or another commenter.
deanhyman8622
Jan 28, 2026
Singh Hortons
Singh Hortons
A brief, cryptic comment combining a name with a brand reference in a way that suggests wordplay or sarcastic commentary.
Humor / Satire
0.75
xXRawrItsLouisXx
Jan 28, 2026
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
Uses sarcastic questioning and ironic framing to mock someone's credibility, combining identity-based critique with comedic tone.
chikitasworld
Jan 28, 2026
You spelt Windsor wrong.. lol it not Brampton dinnggdaalinnglingdaa
You spelt Windsor wrong.. lol it not Brampton dinnggdaalinnglingdaa
Makes a joking correction about a spelling error in the video with nonsensical sound effects.
scottybeescrapped4429
Jan 29, 2026
I think a Punjabi guy took this guys girl
I think a Punjabi guy took this guys girl
Makes a sarcastic joke attributing the creator's immigration criticism to personal romantic jealousy rather than genuine concern.
Humor / Satire
0.75
LoudFellas
Jan 29, 2026
Crazy Orange Gringo #1 ???
Crazy Orange Gringo #1 ???
Uses sarcastic/mocking language with question marks to ridicule Trump through a derogatory nickname.
@tommylevanto1226
Mar 4, 2025
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. …
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. Ohh That idiot can’t afford to live with same “Good white people” because it’s expensive and they throw away trash like him out on streets.
Uses sarcastic mockery to critique a commenter's racial nostalgia, pointing out the logical inconsistency of their position through ironic commentary.
Siddharth-555-e5
Jan 29, 2026
So old invaders are crying hard 😅
So old invaders are crying hard 😅
Uses sarcasm and emoji to mock historical colonizers' complaints, implying moral reversal through ironic commentary.
azadpedia2845
Jan 29, 2026
No wonder Cannadia has stopped visas now😂
No wonder Cannadia has stopped visas now😂
Uses sarcastic emoji and casual tone to mock Canada's immigration situation, with underlying anxiety about visa restrictions.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Atleast, they're not going to blow themselves up!
Atleast, they're not going to blow themselves up!
Backhanded compliment using sarcasm to defend immigrants against security stereotypes, mixing humor with implicit moral defense.
vippsmillennial6336
Jan 29, 2026
the biker guy funny ...just plain speaking his mind
the biker guy funny ...just plain speaking his mind
The commenter finds humor in the 'biker guy' character and appreciates his candid speaking style, using casual language to express amusement.
AstralFlame-z9q
Jan 29, 2026
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
Uses sarcastic mockery to dismiss an anti-immigration figure by questioning their competence.
lisapreston918
Jan 29, 2026
bike guy is based af hahahaha
bike guy is based af hahahaha
Brief comment expressing approval of a video subject using casual slang and laughter, functioning as humorous commentary on the video content.
miggio0
Jan 29, 2026
That statue is ridiculous take that shit down lol.
That statue is ridiculous take that shit down lol.
Casual, joking comment about removing a statue with informal language and laughter, though could reference identity politics.
Humor / Satire
0.75
DJSweatReborn
Jan 29, 2026
If Trudeau keeps giving speeches like this he may very well be the next Liberal leader!
If Trudeau keeps giving speeches like this he may very well be the next Liberal leader!
Uses ironic commentary suggesting the speaker's performance could boost his political standing, employing sarcasm.
Humor / Satire
0.75
@Robert-vh2cl
Mar 4, 2025
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
References anti-Indian memes about Canada in a tone suggesting ironic commentary.
formedbyfusion
Jan 29, 2026
Canadian- Turn of the power to the US Northeast.
Canadian- Turn of the power to the US Northeast.
Absurdist joke suggesting Canada cut power to the US, likely sarcastic commentary on geopolitical tensions.
Humor / Satire
0.75
@riverinesqn3
Mar 4, 2025
YEET THE JEET
YEET THE JEET
The slur-based wordplay appears intended as crude humor/satire, though it conveys hostile sentiment toward a specific ethnic group.
BootLip
Jan 29, 2026
Oh it’s amazing to see thisweasel getting his comeuppance. Hahahahahah tail wagging the dog for too long thought he’d resigned?
Oh it’s amazing to see thisweasel getting his comeuppance. Hahahahahah tail wagging the dog for too long thought he’d resigned?
The comment uses sarcasm and mockery ('weasel', 'hahahahahah') to ridicule a political figure, with meta-commentary about the video's subject.
@oliverwhite9963
Mar 4, 2025
They must be freezing cold
They must be freezing cold
Makes a lighthearted observation about immigrants experiencing cold weather, using gentle humor rather than hostility.
Humor / Satire
0.75
andrewpyrah
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)