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
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Uses crude insult ('septic tank') sarcastically to criticize the USA and a lawyer's advice.
vincewhite5087
Dec 8, 2025
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
Uses sarcastic one-star review format to mock immigration enforcement, combining dark humor with implicit criticism of government handling.
offgrid6789
Jan 28, 2026
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Sarcastically proposes retaliatory border measures (highway closure, taxes, fingerprinting) as ironic commentary on US border policies.
RustyGates-g6j
Dec 9, 2025
What a pusss. ?
What a pusss. ?
Brief dismissive comment using slang ('pusss') and emoji in a mocking tone, functioning as sarcastic commentary.
Humor / Satire
0.75
@Bobbyfromarkadelphia
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
Canada - Adopt California!!
Canada - Adopt California!!
Humorous suggestion that Canada adopt California, likely satirizing political/geographic preferences.
@marilumuniz7752
Mar 4, 2025
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. …
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. Ohh That idiot can’t afford to live with same “Good white people” because it’s expensive and they throw away trash like him out on streets.
Uses sarcastic mockery to critique a commenter's racial nostalgia, pointing out the logical inconsistency of their position through ironic commentary.
Siddharth-555-e5
Jan 29, 2026
Donal is bent down on his knees in front of poutin with open mouth
Donal is bent down on his knees in front of poutin with open mouth
Derogatory characterization of a political figure using crude humor and sarcasm rather than substantive critique.
@mirzahusain7453
Mar 4, 2025
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed …
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed run at this quickly. \n\nElon must have that extra special Adderall.\n\nI don’t want to live on this planet anymore! Apparently Mars is also too close. Bedroom suburb and all.\n\nI know it’s extremely stupid that he got reelected, but it’s not like he had a landslide margin when it came to votes. Unfortunately, none of us were allowed to kick the voting machines if we were voting democrat.
Combines dark humor and sarcasm about US politics with genuine concern about rapid policy changes and their implications.
@beadybaby
Mar 4, 2025
Probably wishing they had sleepy Jo’s back ?????????
Probably wishing they had sleepy Jo’s back ?????????
Sarcastic comment with emoji suggesting ironic nostalgia for a previous political figure.
Humor / Satire
0.75
@skibbydweez2647
Mar 4, 2025
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Uses sarcasm and dismissive tone to mock US political leadership while asserting Canadian superiority and rejecting American authority.
@my68chevy2
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
"Fortune favors the bold" you sir are extremely bold
"Fortune favors the bold" you sir are extremely bold
Uses ironic praise and a classical quote to sarcastically comment on someone's boldness, likely the video subject.
jessicaeverly47
Jan 29, 2026
Atleast not demanding sharia😅
Atleast not demanding sharia😅
Uses sarcastic humor to mock concerns about religious demands, with an implicit identity-based comparison.
deltan9898
Jan 29, 2026
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
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
Han-ewman canadian version
Han-ewman canadian version
A brief, cryptic joke comparing someone to a 'Canadian version' of a character, likely referencing the video's content with ironic humor.
AFNFRAJ
Jan 29, 2026
Trump seem set on pissing of everyone, well except Putin maybe :|
Trump seem set on pissing of everyone, well except Putin maybe :|
Sarcastic commentary about Trump's diplomatic relations, using humor to critique his approach to international relations.
@DonJohn87_YT
Mar 4, 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
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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