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
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Appears to be joking/satirical commentary with nonsensical phrases and laughter about international students, though meaning is unclear.
Humor / Satire
0.75
minetdbrogs9386
May 3, 2025
Trump people are not from this earth!!
Trump people are not from this earth!!
Hyperbolic, sarcastic statement about Trump supporters using absurdist humor to express alienation and criticism.
@shakazulu-h1i
Mar 4, 2025
how is the smell?
how is the smell?
Brief, provocative question likely intended as sarcastic commentary or stereotype-based humor.
Humor / Satire
0.75
jefferymartenson2633
Dec 1, 2025
Oh God Bless America's next 3.7 years.
Oh God Bless America's next 3.7 years.
Sarcastic invocation of divine blessing for America's next 3.7 years, implying criticism through ironic tone.
Humor / Satire
0.75
@brownasianity
Mar 4, 2025
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Uses sarcasm and ironic commentary ('Maple Magas', 'Donny') to mock a political group through exaggeration.
jczar58
Dec 10, 2025
ha, tough shit
ha, tough shit
Dismissive, sarcastic response using crude language as a form of ironic commentary.
Humor / Satire
0.75
@twerpantine
Mar 5, 2025
One immigrants complaining another. 😂
One immigrants complaining another. 😂
Uses humor and emoji to mock immigrant-on-immigrant conflict, with underlying identity framing.
naveenvardhan5548
Feb 27, 2026
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Uses ironic/satirical suggestion of Canada becoming the 51st US state to comment on Trump's tariff policies and Canada-US relations.
byron8657
Apr 15, 2025
Make it easy, don’t go. Lots to see in Canada
Make it easy, don’t go. Lots to see in Canada
Uses ironic/sarcastic tone suggesting people should avoid Canada while promoting it as a tourist destination.
Humor / Satire
0.75
numbnut257
Dec 11, 2025
Justin has to speak slowly. He knows how hard it is to get through to trump supporters.
Justin has to speak slowly. He knows how hard it is to get through to trump supporters.
Sarcastic jab at Trump supporters' intelligence, using irony to mock rather than engage substantively.
@kevinharming
Mar 5, 2025
Cute talk, just pay the tariffs eh
Cute talk, just pay the tariffs eh
Dismissive sarcasm about tariff policy using casual tone ('Cute talk, eh') with implied criticism.
@LeppyGizmoRIP
Mar 5, 2025
When you get to the border, wave your old German flag and they won't even slow you down, just wave you through.
When you get to the border, wave your old German flag and they won't even slow you down, just wave you through.
Uses sarcasm to mock border security by suggesting a German flag would bypass screening, likely satirizing lax enforcement.
BS_HORSEPOO-L
Dec 8, 2025
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
Uses dark humor and sarcasm about a political figure's death to suggest policy reversal, with implicit identity/political positioning.
airmanma
Dec 9, 2025
Trumpistan is a fly over country.
Trumpistan is a fly over country.
Derisive nickname for the USA delivered as sarcastic commentary on national identity and superiority.
lloydnevins8530
Dec 9, 2025
Guy with bike is so BASED
Guy with bike is so BASED
Uses internet slang ('BASED') to humorously praise someone in the video, likely referencing their political stance.
3rdnewjerseyregiment974
Feb 25, 2026
I Love Trump. He is destroying US.
I Love Trump. He is destroying US.
Ambiguous statement that appears to use ironic or sarcastic language ('I Love Trump. He is destroying US') suggesting satirical commentary.
Humor / Satire
0.75
@Canal_do_Godoy
Mar 5, 2025
Donald Trump is joker and ?
Donald Trump is joker and ?
Dismissive joke characterizing Trump as a 'joker' with incomplete sarcastic tone.
Humor / Satire
0.75
@SANJEEVKUMAR-qu2kx
Mar 5, 2025
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Sarcastic joke about cost-cutting for deportations with dark undertones referencing dangerous maritime crossings.
martyreking5487
Dec 27, 2025
Trump should get ass pinched by everyone now ?\nHe is playing since he came
Trump should get ass pinched by everyone now ?\nHe is playing since he came
Uses crude humor and sarcasm to criticize Trump's behavior and character, with playful tone despite negative sentiment.
@Mevinaysaini
Mar 5, 2025
All hail the masters of Canada!
All hail the masters of Canada!
Uses sarcastic irony to mock those in power, likely referencing immigration policy makers with mock reverence.
ClownShowParadise69
Jan 21, 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)