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
Nah, elbows up!
Nah, elbows up!
Cryptic phrase appears to be a joke or sarcastic reference, likely about the video content or creator.
Humor / Satire
0.75
bravo2zeroCAN
Feb 24, 2026
I just tooted and it's soo stinky???\n\nAlso, trudeau you kinda wack lil bro
I just tooted and it's soo stinky???\n\nAlso, trudeau you kinda wack lil bro
Combines crude toilet humor with casual criticism of Trudeau, using irreverent tone to dismiss political leadership.
@thatguyjohnny8235
Mar 4, 2025
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
100 percent goof
100 percent goof
Brief dismissive comment using colloquial insult as sarcastic commentary rather than substantive critique.
Humor / Satire
0.75
@claytonbrawn5401
Mar 4, 2025
Trump is deranged.
Trump is deranged.
Brief dismissive characterization using hyperbolic language in a sarcastic tone.
Humor / Satire
0.75
@romiemiller7876
Mar 4, 2025
can anyone say what makes Trump smart?
can anyone say what makes Trump smart?
Rhetorical question posed sarcastically to mock Trump's intelligence, using ironic questioning as criticism.
@RizzlaTheCat
Mar 4, 2025
It’s hilarious that Trudeau has to call Trump a smart guy, knowing that he is so incredible childish and immature that otherwise he would just not listen. Trump is the worst president the US has …
It’s hilarious that Trudeau has to call Trump a smart guy, knowing that he is so incredible childish and immature that otherwise he would just not listen. Trump is the worst president the US has ever had.
The comment uses ironic humor about Trudeau's diplomatic strategy while also making a moral judgment about Trump's character.
@ViktorHristovvv
Mar 4, 2025
I love seeing white people fight ????????????
I love seeing white people fight ????????????
Ambiguous comment using humor and emoji to comment on racial/ethnic dynamics, likely satirical or provocative.
@raytempus4212
Mar 4, 2025
i bet it smells.
i bet it smells.
Vague, dismissive comment that appears to be sarcastic or crude humor rather than substantive critique.
Humor / Satire
0.75
streamingnowstreamingnow2568
Sep 30, 2025
We call it Singh Hortants 3:44
We call it Singh Hortants 3:44
Sarcastic/joking reference to a location name with ethnic connotations, using wordplay and a timestamp.
Humor / Satire
0.75
Berta_5.sl0w
Jan 28, 2026
??? Trudeau the ultimate loser! Didn't your own people boot you? Lol
??? Trudeau the ultimate loser! Didn't your own people boot you? Lol
Mocking Trudeau with sarcastic language ('ultimate loser', 'Lol') and a rhetorical question about his political downfall, using humor to express criticism.
@jasonmusante9321
Mar 4, 2025
You cannot use logic and facts against a king
You cannot use logic and facts against a king
Uses ironic, proverbial language to mock the futility of rational argument against authoritarian power.
@sgt391
Mar 4, 2025
This is a joke lol Just stop letting fentanyl into the USA. Stop forcing endless wars overseas when peace can be negotiated. We can drop maple syrup and avocados. Industry is already returning to the …
This is a joke lol Just stop letting fentanyl into the USA. Stop forcing endless wars overseas when peace can be negotiated. We can drop maple syrup and avocados. Industry is already returning to the USA in a big way. In a year or so we will be doing better than ever. Let's see how it works out for you.
Opens with 'This is a joke lol' and uses sarcasm throughout while critiquing US policy and predicting economic recovery.
@jordanturner7821
Mar 4, 2025
As a Alien i admire his plan
As a Alien i admire his plan
Self-identification as 'Alien' is likely ironic/humorous commentary on being an outsider admiring the speaker's position.
@rahulbcp
Mar 4, 2025
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
Browntown, Canadindian.
Browntown, Canadindian.
Uses sarcastic portmanteau ('Browntown, Canadindian') to mock demographic change through wordplay and ironic commentary.
MrGuit12
Oct 4, 2025
🤡🦉Government
🤡🦉Government
Uses clown and owl emojis with 'Government' label as sarcastic mockery of government competence.
bkm9849
Oct 9, 2025
this is what karma colonialism must look like so happy to see it is as indian
this is what karma colonialism must look like so happy to see it is as indian
Sarcastically frames immigration as 'karma' for colonialism, using ironic commentary on historical role reversal.
aryavrat22
Oct 27, 2025
Yes! Don, you are so dumb
Yes! Don, you are so dumb
A brief insult framed as sarcastic commentary, likely mocking a political figure mentioned in the video.
Humor / Satire
0.75
@KAREN93325
Mar 4, 2025
Trump Make Russia Great Again ???
Trump Make Russia Great Again ???
Uses sarcastic questioning to mock Trump's relationship with Russia, employing ironic framing rather than making a serious factual claim.
@Madhros
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)