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
an old orange is going down soon
an old orange is going down soon
Sarcastic, dismissive comment using 'orange' as coded reference to Trump with prediction of his downfall.
Humor / Satire
0.88
@prostotakwo
Mar 4, 2025
Turd-au can't give up clown circus
Turd-au can't give up clown circus
Uses name-calling wordplay ('Turd-au') and dismissive language as satirical mockery rather than substantive critique.
Humor / Satire
0.88
@gagibakija4825
Mar 4, 2025
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Uses ironic/sarcastic counter-speech to deflate racist immigration rhetoric by inverting the premise with absurdist humor.
pinkfloydscat
Jan 29, 2026
It's Randy's fault. It always is. RANDY.
It's Randy's fault. It always is. RANDY.
Sarcastic blame directed at a specific person (Randy) in an exaggerated manner, likely joking commentary.
Humor / Satire
0.88
bklewis6412
Jan 15, 2026
Canada traded their guns for punjabis 😂😢
Canada traded their guns for punjabis 😂😢
Satirical joke about Canada trading guns for Punjabi immigrants, using humor to express demographic anxiety.
terrenlee4616
Jan 27, 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
Please Canada, take in Vermont.
Please Canada, take in Vermont.
Humorous request for Canada to accept Vermont, implicitly critiquing the US situation through ironic comparison.
@gradyra19
Mar 4, 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
“This is our god.” Shows the most absurd comedic thing I’ve ever seen. Holy moly.
“This is our god.” Shows the most absurd comedic thing I’ve ever seen. Holy moly.
Uses sarcasm and comedic exaggeration to mock something presented in the video as absurd.
critter4662
Feb 26, 2026
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
Oh great the cost of maple syrup is going to go up?????????
Oh great the cost of maple syrup is going to go up?????????
Uses humorous exaggeration (multiple question marks) to sarcastically comment on tariff impacts on Canadian goods prices.
@BigBoss-xc2do
Mar 4, 2025
I might buy Trump's toilet paper?
I might buy Trump's toilet paper?
Sarcastic joke about purchasing Trump merchandise, using absurdist humor to mock Trump.
Humor / Satire
0.88
@KalleSandström-r6d
Mar 4, 2025
Donald. Donny. Dumber.
Donald. Donny. Dumber.
Uses wordplay and name-calling in a mocking, satirical tone rather than substantive critique.
Humor / Satire
0.88
@nmbrowner1906
Mar 4, 2025
Even the Indians don't like the Indians. 😂😂😂
Even the Indians don't like the Indians. 😂😂😂
Joking observation about internal ethnic group criticism using emoji for comedic effect.
Humor / Satire
0.88
PenjaminNostien
Jan 28, 2026
Mélanie barely keeping it together as Trudeau calls Trump by his given name = Priceless!
Mélanie barely keeping it together as Trudeau calls Trump by his given name = Priceless!
Uses humor and irony to comment on a moment in the video (Mélanie's reaction), finding entertainment in the interaction.
@LucypherMorningstar
Mar 4, 2025
Canada is the only country that burned down the White House. I mean the fight house.
Canada is the only country that burned down the White House. I mean the fight house.
Playful historical reference with self-correction ('fight house'), using humor to make a point about Canada's historical significance.
Humor / Satire
0.88
@Straightshot-s7d
Mar 4, 2025
So apparently immigrants are both the cause of real-estate prices soaring AND are poor, just barely scraping by and leeching off government services. Yep real solid analytical skills here guys 🤣
So apparently immigrants are both the cause of real-estate prices soaring AND are poor, just barely scraping by and leeching off government services. Yep real solid analytical skills here guys 🤣
Uses sarcasm and irony to mock contradictory arguments about immigrants, highlighting logical inconsistencies through comedic tone.
rcprlx
Jan 28, 2026
8:59 i think uncle must be speaking about himself😂
8:59 i think uncle must be speaking about himself😂
Sarcastic comment about a video subject with laughing emoji, making a joke at someone's expense.
Humor / Satire
0.88
avilegend1
Oct 2, 2025
Dump is NOT a smart man! If his IQ breaks 110 I'll eat my hat! But he won't take an IQ test, will he? Because he can't read!
Dump is NOT a smart man! If his IQ breaks 110 I'll eat my hat! But he won't take an IQ test, will he? Because he can't read!
Sarcastic insult of Trump's intelligence using exaggerated claims and humorous hyperbole about IQ and literacy.
Humor / Satire
0.88
@LtJackboot
Mar 4, 2025
Ahhhh shit, here we go again!
Ahhhh shit, here we go again!
Expresses resigned anticipation using ironic humor, suggesting predictable negative commentary to follow.
Humor / Satire
0.88
dudeholycrap
Jan 27, 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)