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
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
Empathetic Suicide at its best . 👌
Empathetic Suicide at its best . 👌
Cryptic sarcastic comment using emoji, likely mocking the video or a commenter's position through ironic language.
Humor / Satire
0.75
irelanda8440
Jan 29, 2026
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Sarcastic praise of Trudeau followed by insulting characterization of Trump, using ironic tone and name-calling.
@ridingmoon1617
Mar 4, 2025
Horton smells a poo (on the train) and other wild Canadian tales
Horton smells a poo (on the train) and other wild Canadian tales
Playful reference to Dr. Seuss combined with crude scatological humor, mocking the video's content through absurdist satire.
Humor / Satire
0.75
InkaPley
Jan 29, 2026
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Sarcastic, insulting commentary about a US political figure's intelligence, using humor and exaggeration to critique.
@rebeccagrigsby
Mar 4, 2025
the biker guy funny ...just plain speaking his mind
the biker guy funny ...just plain speaking his mind
The commenter finds humor in the 'biker guy' character and appreciates his candid speaking style, using casual language to express amusement.
AstralFlame-z9q
Jan 29, 2026
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
Uses sarcastic mockery to dismiss an anti-immigration figure by questioning their competence.
lisapreston918
Jan 29, 2026
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Uses sarcastic/ironic commentary about MAGA supporters' cognitive capacity while implicitly critiquing political opponents.
@michaelpiantieri8913
Mar 4, 2025
0:14 “we might have the upper class of Indian here” 😅😅😅
0:14 “we might have the upper class of Indian here” 😅😅😅
Commenter quotes a specific timestamp with laughing emojis, suggesting ironic or sarcastic commentary on the video content.
EbonyElephant
Feb 26, 2026
I think bro joined politics.. Congratulations....
I think bro joined politics.. Congratulations....
Sarcastic comment suggesting the video creator has entered politics, using humor to mock or comment on the content.
Techvedastudio
Jan 27, 2026
Bike guy for Canadian Prime Minister.
Bike guy for Canadian Prime Minister.
Jocular reference to a video subject ('bike guy') as alternative political candidate, using ironic commentary.
SeanJohnson-qm4pu
Mar 3, 2026
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Sarcastic dismissal ('Piss off') combined with ironic support for tariffs, using humor to express political frustration.
@MartyNorris-h1z
Mar 4, 2025
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
Dismissive insult ('bum') delivered with sarcastic tone, expressing contempt for Trudeau through exaggerated language.
@Lou-y1e
Mar 4, 2025
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Mocking tone with excessive capitalization and exclamation marks directed at Trump and his supporters, functioning as sarcastic political commentary rather than serious argument.
@DevWillie-m2j
Mar 4, 2025
Nah, elbows up!
Nah, elbows up!
Cryptic phrase appears to be a joke or sarcastic reference, likely about the video content or creator.
Humor / Satire
0.75
bravo2zeroCAN
Feb 24, 2026
That statue is ridiculous take that shit down lol.
That statue is ridiculous take that shit down lol.
Casual, joking comment about removing a statue with informal language and laughter, though could reference identity politics.
Humor / Satire
0.75
DJSweatReborn
Jan 29, 2026
Maybe he can continue his job as PM. Thanks to Trump
Maybe he can continue his job as PM. Thanks to Trump
Sarcastic comment suggesting Trudeau could continue as PM thanks to Trump, using irony to critique the political situation.
@materials-expert
Mar 4, 2025
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
References anti-Indian memes about Canada in a tone suggesting ironic commentary.
formedbyfusion
Jan 29, 2026
good job MAGA republicans!!!! congratulations!!!
good job MAGA republicans!!!! congratulations!!!
Sarcastic congratulations to MAGA Republicans, using ironic tone to mock rather than genuinely praise.
Humor / Satire
0.75
@alvinsilagan5664
Mar 4, 2025
In the words of the supreme divine chairman con man carney, "eh, who cares". God Bless Donald Trump God Bless 🇺🇸
In the words of the supreme divine chairman con man carney, "eh, who cares".
God Bless Donald Trump
God Bless 🇺🇸
Uses sarcasm and mockery to critique a political figure, with ironic invocation of Trump as counterpoint.
BillEaston-n6y
Feb 26, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)