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
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Humor / Satire
4,434 comments
5:40 He works for the BASED Department
5:40 He works for the BASED Department
Uses ironic commentary and slang ('BASED') to make a joking observation about a video timestamp.
Humor / Satire
0.85
john_connor_2029
Jan 28, 2026
Those bad drivers are excellent voters.
Those bad drivers are excellent voters.
Sarcastic one-liner implying ironic criticism of immigrant drivers' civic participation, using comedic understatement.
Humor / Satire
0.85
scoot7909
Jan 28, 2026
He kinda sounds like a butler from the 1860's
He kinda sounds like a butler from the 1860's
Humorous observation comparing the speaker's tone or manner to historical formality, using absurdist comparison for comedic effect.
Humor / Satire
0.85
@aceallen8342
Mar 4, 2025
Diversity is our strength though right guys??? Right???
Diversity is our strength though right guys??? Right???
Uses sarcastic rhetorical questions to mock the concept of diversity as a national strength.
Connor_Hobbs
Jan 28, 2026
it's not anti americanism, it's anti-stupid
it's not anti americanism, it's anti-stupid
Dismissive quip reframing criticism as opposition to poor policy rather than anti-Americanism, using ironic brevity for comedic effect.
Humor / Satire
0.85
@joegearing1745
Mar 4, 2025
He is full of moose poo. ?
He is full of moose poo. ?
Uses crude humor and a Canadian stereotype (moose) to mock Trudeau in a sarcastic manner.
Humor / Satire
0.85
@Saddletramp1200
Mar 4, 2025
"Soy tan racista como cualquier otro", jajajaja, madre mia, que ostia tiene
"Soy tan racista como cualquier otro", jajajaja, madre mia, que ostia tiene
The comment uses self-deprecating humor and sarcasm in Spanish, laughing at a statement about racism with exaggerated tone.
Humor / Satire
0.85
YoMismo-w1k
Mar 1, 2026
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
The commenter expresses surprise and amusement at a local connection, using casual language and laughter markers to convey lighthearted humor.
anhmitra_
Jan 28, 2026
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
Uses sarcastic joke implying Carney won't end the TFW program because he benefits from it personally, combining satire with implicit policy criticism.
CZD883
Feb 18, 2026
oh hell yeah, here we fucken go 😂😂
oh hell yeah, here we fucken go 😂😂
Casual, enthusiastic expression with emojis suggesting ironic or joking engagement with the video topic.
Humor / Satire
0.85
alphahuskyy
Jan 28, 2026
On the bright side. Canada should rise on the cricket world rankings.
On the bright side. Canada should rise on the cricket world rankings.
Uses ironic humor about cricket rankings as a lighthearted response to Indian immigration, employing sarcasm rather than serious argument.
Humor / Satire
0.85
Joe-King
Jan 28, 2026
Native Canadians 😂🤣😂🤣 Only a British immigrant would say that 💯
Native Canadians 😂🤣😂🤣
Only a British immigrant would say that 💯
Ironic commentary using the term 'Native Canadians' to critique British immigration history.
ZAZA-773
Jan 28, 2026
We went full Indian. Never go full indian
We went full Indian. Never go full indian
Uses a meme reference ('Never go full X') as sarcastic commentary on Indian immigration, blending humor with identity-based framing.
steaklover948
Jan 28, 2026
Keep pushing down the little guys, cheeto man. Nothing bad ever comes from that. ^w^
Keep pushing down the little guys, cheeto man. Nothing bad ever comes from that. ^w^
Uses sarcasm and ironic commentary ('Nothing bad ever comes from that') with emoticon to mock Trump's policies.
Humor / Satire
0.85
@ajg_711
Mar 4, 2025
Is Canada open to the adoption of US 'children' over 40yrs old? I have a growing list..aie
Is Canada open to the adoption of US 'children' over 40yrs old? I have a growing list..aie
Humorous/sarcastic question asking if Canada will accept American 'refugees' over 40, using irony to critique US conditions.
@bellaendale7174
Mar 4, 2025
F the clown GOP
F the clown GOP
Brief dismissive insult presented as crude humor/sarcasm directed at political figures.
Humor / Satire
0.85
@riverinesqn3
Mar 4, 2025
HANUMAN?! thats the MONKEY KING!! wtf lol
HANUMAN?! thats the MONKEY KING!! wtf lol
Uses joking tone and mock surprise about a religious reference, employing humor to comment on cultural differences.
Humor / Satire
0.85
bbb-y4i
Jan 28, 2026
We call it "Bramladesh" btw
We call it "Bramladesh" btw
Uses a derogatory portmanteau nickname as sarcastic commentary on demographic change, blending mockery with identity-based framing.
Wavycapx
Jan 27, 2026
rare Trudeau W
rare Trudeau W
Uses internet slang ('rare W') to sarcastically praise Trudeau in a brief, joking manner.
@1JPBelley1
Mar 4, 2025
oh no Canada is mad at us
oh no Canada is mad at us
Lighthearted, ironic comment about Canada's reaction, using casual tone and exaggeration for comedic effect.
Humor / Satire
0.85
@williambettencourt7041
Mar 4, 2025
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)