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
MAGA seems a lot more like MAIN: Make America Irrelevant Now
MAGA seems a lot more like MAIN: Make America Irrelevant Now
Uses wordplay and ironic reinterpretation of 'MAGA' as a joke criticizing Trump's policies.
Humor / Satire
0.90
@dkman123
Mar 4, 2025
Blistering speech??? LOL how dramatic!
Blistering speech??? LOL how dramatic!
Sarcastic dismissal of the video's characterization of the speech as 'blistering,' mocking the dramatic framing.
@BooBoo-qs8nt
Mar 4, 2025
He's big mad. So cute....
He's big mad. So cute....
Sarcastic, mocking commentary on Trump's emotional state, using irony and diminishment for comedic effect.
Humor / Satire
0.90
@JamesH12321
Mar 4, 2025
“Press 2 for Chinese…”
“Press 2 for Chinese…”
Uses sarcastic reference to multilingual phone prompts as ironic commentary on immigration and cultural change in Canada.
Humor / Satire
0.90
smithcas86
Sep 9, 2025
Bike guy the 🐐
Bike guy the 🐐
Commenter is using slang ('GOAT' = greatest of all time) to humorously praise a person featured in the video.
Tdogbikes
Jan 29, 2026
Trumpty Dumpty has shown what a truly horrible negotiator he really is ???
Trumpty Dumpty has shown what a truly horrible negotiator he really is ???
Sarcastic wordplay ('Trumpty Dumpty') mocking Trump's negotiation skills with humorous intent.
Humor / Satire
0.90
@tposeinify
Mar 4, 2025
Canada will need their new border security actions after US citizens start hoarding eggs from Canada.????
Canada will need their new border security actions after US citizens start hoarding eggs from Canada.????
Uses joking tone and emoji to satirize potential cross-border resource hoarding as a humorous consequence.
Humor / Satire
0.90
@msaar1303
Mar 5, 2025
We should put a big export tax on Preperation h because the Americans will be needing a lot more of that cream while this tariff war continues
We should put a big export tax on Preperation h because the Americans will be needing a lot more of that cream while this tariff war continues
Uses sarcastic joke about export taxes and hemorrhoid cream to mock American response to tariffs, employing crude humor for political commentary.
Humor / Satire
0.90
@michaelmoulton96
Mar 4, 2025
The guy on the bike is a legend !
The guy on the bike is a legend !
Positive humorous reaction to a specific person in the video, praising them as legendary.
Humor / Satire
0.90
Jako.D
Jan 29, 2026
The guy on the bike 😂
The guy on the bike 😂
Brief humorous reaction to a specific moment in the video with emoji laughter.
Humor / Satire
0.90
Sportsheads604
Jan 29, 2026
The guy on the bike 😂😂😂
The guy on the bike 😂😂😂
Laughing reaction to a specific person in the video, likely finding something amusing or ironic about their appearance or behavior.
lubo8767
Jan 28, 2026
Hello im from Mars and I stand with…..
Hello im from Mars and I stand with…..
Absurdist joke claiming to be from Mars and expressing solidarity, clearly satirical and not a genuine contribution to the discussion.
Humor / Satire
0.90
@believe3472
Mar 5, 2025
Bike guy is my spirit animal.
Bike guy is my spirit animal.
Lighthearted comment expressing affinity with a video moment using casual humor ('spirit animal').
Humor / Satire
0.90
snafu4696
Jan 28, 2026
Buddy on the bike holy shit lmfaoooooo
Buddy on the bike holy shit lmfaoooooo
Laughing reaction to a video moment ('buddy on the bike'), expressing amusement through casual slang and laughter.
Humor / Satire
0.90
pyrogaming5071
Jan 28, 2026
Justin is available next Monday for Kids party as clown he out of work on Sunday
Justin is available next Monday for Kids party as clown he out of work on Sunday
Satirical joke comparing Justin Trudeau to an unemployed clown available for children's parties, using ironic commentary on his political status.
Humor / Satire
0.90
@J-cj9ld
Mar 4, 2025
Mutahar blowin steam out of his ears like a looney toon character with this one. 🙏🏼
Mutahar blowin steam out of his ears like a looney toon character with this one. 🙏🏼
Uses sarcastic humor and cartoon imagery to mock the video creator's emotional reaction.
The.Nasty.
Jan 27, 2026
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
Laughing reaction to a video moment, using emojis to express amusement at a specific exchange.
Humor / Satire
0.90
winistan
Jan 27, 2026
Indian fatigue 😂
Indian fatigue 😂
Brief sarcastic phrase with laughing emoji expressing fatigue about Indian immigration discourse in a joking manner.
Humor / Satire
0.90
mamabearoffour
Aug 28, 2025
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
A sarcastic joke about mispronunciation and a pun on 'Tim Hortons,' using wordplay to mock the video content.
CanadiansInCarsGettingCocky
Jan 29, 2026
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
Makes a joke referencing Taylor Swift in response to a video timestamp, unrelated to substantive immigration discussion.
CaptainDPRK
Dec 24, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)