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 is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
?this is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
Uses metaphor of family divorce to satirize US political situation, with humorous characterizations of political figures as family members.
@elainedoornbos3566
Mar 5, 2025
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Uses ironic sarcasm ('Magastan') to mock political rhetoric and suggest avoiding a polarized environment.
Humor / Satire
0.88
juliansmith4295
Dec 26, 2025
What's the border of India and Pakistan? Bovaird & Hwy 10 That was a joke.... from the 2000s!
What's the border of India and Pakistan?
Bovaird & Hwy 10
That was a joke.... from the 2000s!
The commenter makes a joke about the India-Pakistan border and explicitly identifies it as humor from the 2000s, using sarcasm and wordplay.
Humor / Satire
0.88
T-Nah
Jan 27, 2026
City call center scam 😂
City call center scam 😂
Brief humorous comment about call center scams using laughing emoji, pure comedic commentary.
Humor / Satire
0.88
tuxprod1777
Jan 27, 2026
holy based bicycle man
holy based bicycle man
Slang approval ('based') of a person or idea presented in the video, using casual internet vernacular.
Ryan-fs8fq
Jan 27, 2026
I love the bike guy lol
I love the bike guy lol
Lighthearted comment expressing amusement at a specific person featured in the video.
Humor / Satire
0.88
ESÆLLE
Jan 27, 2026
I did not know that Amber Heard is part of the Trudeau-Government?
I did not know that Amber Heard is part of the Trudeau-Government?
Uses sarcastic joke comparing Trudeau to Amber Heard, likely referencing controversy or public perception.
Humor / Satire
0.88
@fistofren3483
Mar 4, 2025
Trump is not a very smart guy I hope he was being sarcastic with the word “very”
Trump is not a very smart guy I hope he was being sarcastic with the word “very”
Uses sarcasm and wordplay to mock Trump's intelligence, employing ironic commentary on his self-description.
Humor / Satire
0.88
@lori3637
Mar 4, 2025
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
Uses ironic commentary pointing out the hypocrisy of someone complaining about neighbors' behavior while engaging in similar conduct.
Humor / Satire
0.88
JakeJ.-yi1du
Sep 19, 2025
Fuuuuuuk maple syrup ?
Fuuuuuuk maple syrup ?
Crude joke dismissing Canadian identity through a stereotypical symbol (maple syrup), using sarcasm and irreverence.
Humor / Satire
0.88
@strategiconsultingmp
Mar 4, 2025
Singh Hortons is what Canadians call it.
Singh Hortons is what Canadians call it.
Makes a joking reference to Tim Hortons using a name-based pun ('Singh Hortons') to satirize demographic change.
Humor / Satire
0.88
homeserviceu
Jan 27, 2026
Cope bitches 😂😂😂
Cope bitches 😂😂😂
Uses dismissive slang and emojis in a sarcastic tone, mocking opposing viewpoints without substantive argument.
Humor / Satire
0.88
abhishekmahanta1112
Jan 28, 2026
It’s because you gave Melania those googly eyes ?
It’s because you gave Melania those googly eyes ?
Uses humorous innuendo about Melania's eye contact to make a joking comment about the PM's interaction.
Humor / Satire
0.88
@anthonypage7969
Mar 4, 2025
Return to Sender - Elvis Presley
Return to Sender - Elvis Presley
Uses Elvis song reference as ironic commentary suggesting immigrants should be 'returned,' employing cultural humor to critique immigration policy.
Humor / Satire
0.88
CanadaGeneration-l8b
Feb 18, 2026
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Uses sarcastic irony to mock both immigration and Canadian stereotypes, with exaggerated welcoming tone.
Humor / Satire
0.88
hifimagician
Sep 19, 2025
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
Uses ironic humor to challenge the premise that migrants are 'replacing' Canadians by suggesting they're replacing livestock.
arch810
Jan 29, 2026
Trudeau said Canada doesn't have a culture. Well, now you do. 😂
Trudeau said Canada doesn't have a culture. Well, now you do. 😂
Sarcastic joke attributing Canada's new culture to immigration, using emoji to signal ironic tone.
PatrickFDolan
Sep 19, 2025
Ohhh dhoti international bejati🤣🤣🤣
Ohhh dhoti international bejati🤣🤣🤣
Uses stereotypical language and emoji to mock Indian cultural dress and identity in a joking manner.
Humor / Satire
0.88
Rabitmg1
Jan 28, 2026
Compare him to Trump. Look Donald, these are coherent sentences that make sense. Just try it once, please.
Compare him to Trump. Look Donald, these are coherent sentences that make sense. Just try it once, please.
Uses sarcastic comparison between a political leader and Trump to mock Trump's communication style through ironic commentary.
@AndiR86
Mar 5, 2025
What the heck. You're so crazy! Lol
What the heck. You're so crazy! Lol
Lighthearted, joking response to the video using casual language and laughter indicators.
Humor / Satire
0.88
Sean.Acebedo
Jan 28, 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)