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
When Asians aren't the worst drivers.
When Asians aren't the worst drivers.
Uses ironic/sarcastic framing to mock a stereotype about Asian drivers, playing on a common trope.
frowningfaun4528
Jan 27, 2026
We all know Donald is a smart but sick mane and his White house reality show is a joke....
We all know Donald is a smart but sick mane and his White house reality show is a joke....
Combines sarcasm about Trump's intelligence with criticism of his presidency as a 'reality show,' blending humor with political commentary.
@harryatighi423
Mar 4, 2025
Donald traumpf shot his foot?
Donald traumpf shot his foot?
Uses a metaphorical joke ('shot his foot') with misspelled name ('traumpf') to mock Trump's self-inflicted political damage.
Humor / Satire
0.80
@TheOlgaSasha
Mar 4, 2025
The took his job!!!!
The took his job!!!!
References the 'they took our jobs' meme, using ironic commentary likely about immigration concerns.
Humor / Satire
0.80
@TomOlsen-u5g
Mar 4, 2025
indian smuggle canadian into USA thats wild 😂
indian smuggle canadian into USA thats wild 😂
Joking about Indian smuggling operations and cross-border movement with laughing emoji, using ironic tone.
Dragon_Stones-99
Jan 27, 2026
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
Uses sarcasm and ironic commentary about Trump invading Canada and criticism of the Prime Minister, framed as dark humor.
@g.k.7057
Mar 4, 2025
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Uses sarcastic language ('orange clown') and ironic commentary about Trump uniting Canadians across political divides.
@jfh69-h69
Mar 4, 2025
I think you yt people there should just enjoy the curry and stop complaining.
I think you yt people there should just enjoy the curry and stop complaining.
Sarcastic dismissal using ethnic stereotypes and ironic tone to mock complaints from white Canadians.
PatrickFDolan
Sep 19, 2025
The only thing Trudeau said that is 100% false is that tRump is a smart man. Donald is an idiot.
The only thing Trudeau said that is 100% false is that tRump is a smart man. Donald is an idiot.
Uses ironic framing ('100% false') and sarcasm to mock Trudeau's characterization of Trump as intelligent.
Humor / Satire
0.80
@tnkwilli
Mar 4, 2025
Lose! Lose! Lose! Lose!\nTrump is a LOSER!!! ????
Lose! Lose! Lose! Lose!\nTrump is a LOSER!!! ????
Repetitive chanting and emoji use constitute satirical mockery of Trump rather than substantive political argument.
Humor / Satire
0.80
@RichardLoomis-k7x
Mar 4, 2025
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Uses sarcasm and irony (LOL, 'dumb narrative') to mock a comparison between Canada and the US regarding healthcare and immigration.
redrobotmonkey
Jan 28, 2026
Trudeau, the northern whiner in chief!???
Trudeau, the northern whiner in chief!???
Uses sarcastic name-calling ('northern whiner in chief') with multiple question marks suggesting ironic mockery rather than serious critique.
Humor / Satire
0.80
@thomascarnes8700
Mar 4, 2025
Hey Justin, I just sent back all the parts that came from Canada
Hey Justin, I just sent back all the parts that came from Canada
Sarcastic personal anecdote about rejecting Canadian products in response to tariff/trade tensions.
@MichaelSutter-w1q
Mar 4, 2025
I think Canada should take over the US. We would be so much better.
I think Canada should take over the US. We would be so much better.
Jocular suggestion that Canada should take over the US, comparing the two nations with ironic superiority as comedic commentary.
@grandma_halliburton
Mar 4, 2025
lol cnn sold out to trump, hope this new state media goes out off business
lol cnn sold out to trump, hope this new state media goes out off business
Uses sarcasm ('lol') and ironic commentary to critique CNN and Trump's media influence.
@Saint-f8z
Mar 4, 2025
Not if you stay home.
Not if you stay home.
Brief sarcastic response suggesting staying home as a solution to border concerns.
Humor / Satire
0.80
bwyyy7306
Dec 10, 2025
Don’t worry, we take care Canada. 51 states
Don’t worry, we take care Canada. 51 states
Sarcastic joke suggesting Canada will become the 51st US state, using ironic reassurance as commentary on US-Canada relations.
@aungthu8889
Mar 4, 2025
Oh shit, the crapper is in the river
Oh shit, the crapper is in the river
Crude joke or sarcastic exclamation unrelated to substantive immigration discourse.
Humor / Satire
0.80
JS-jh4cy
Sep 19, 2025
How much did YOU give to Ukraine? Ok clown
How much did YOU give to Ukraine? Ok clown
Uses sarcastic rhetorical question and dismissive language ('clown') to mock someone's position on Ukraine aid.
@trumpcard4182
Mar 4, 2025
Putin's best investment is Donald Trump. Make America great again, in your dreams.
Putin's best investment is Donald Trump. Make America great again, in your dreams.
Uses sarcasm and ironic commentary to mock political claims and foreign influence narratives.
@rollylin
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)