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
Snake's new movie 🍿 Escape from Brampton
Snake's new movie 🍿 Escape from Brampton
Commenter makes a joking movie title reference about Brampton, using sarcasm to comment on the video's content.
Humor / Satire
0.85
legionofsentinels
Jan 29, 2026
Gas station knives come in clutch 😂
Gas station knives come in clutch 😂
Uses humor and emoji to make a joking reference to gas station knives, likely satirizing a cultural stereotype.
Humor / Satire
0.85
Tweakthedevourer
Jan 29, 2026
A Liberal unable to answer a question??? I'm shocked!!!
A Liberal unable to answer a question??? I'm shocked!!!
Sarcastic jab at a political figure's inability to answer, using ironic shock to mock rather than genuinely inform.
Mackeul
Feb 26, 2026
"I'm just as racist as the next guy." 🤭😂 Word.
"I'm just as racist as the next guy." 🤭😂 Word.
Ironic commentary quoting and laughing at someone's admission of racism, using sarcasm to critique the statement.
Humor / Satire
0.85
basha0810
Jan 29, 2026
They are proud indians but don't want to live in India 😂😂😂😂
They are proud indians but don't want to live in India 😂😂😂😂
Uses sarcastic humor and emojis to mock Indian immigrants for leaving India while maintaining cultural pride, combining satire with identity-based commentary.
TheUsmanChronicles
Jan 29, 2026
449 guy needs his own sit com 😂
449 guy needs his own sit com 😂
The comment uses humor and emoji to praise someone's entertaining personality, treating the video/person as entertainment.
steakandwhisky4470
Jan 29, 2026
Funny how he uses simple language for Donnie
Funny how he uses simple language for Donnie
Sarcastic observation about the speaker's communication style, using irony to critique how Trump is portrayed.
@merle1856
Mar 4, 2025
So thats what happened to Lance Armstrong, 😂😂😂
So thats what happened to Lance Armstrong, 😂😂😂
A joke comparing someone in the video to Lance Armstrong, using laughing emojis to signal comedic intent.
Humor / Satire
0.85
LastnameFirstname-j7p
Jan 27, 2026
In other news: _Tyler has just been added to pjeet’s most wanted list._
In other news:
_Tyler has just been added to pjeet’s most wanted list._
Uses sarcasm and ironic commentary with a made-up news format to mock the discussion.
Humor / Satire
0.85
Rick_Rolld
Jan 29, 2026
Trump is Putin's butt boy
Trump is Putin's butt boy
Crude sarcastic insult using sexual innuendo as political commentary, employing humor to criticize a political figure.
@maureenmccall4381
Mar 4, 2025
Could be worse… they could have Somalians instead of Indians….😂
Could be worse… they could have Somalians instead of Indians….😂
Uses comparative ethnic ranking with emoji to make a joke, combining humor with implicit ethnic hierarchy.
faithsmith197
Jan 28, 2026
So, ya don’t wanna be the 51st? Lol
So, ya don’t wanna be the 51st? Lol
Jokes about Canada becoming the 51st U.S. state through sarcastic rhetorical question.
@erlinavicente7411
Mar 4, 2025
The fat guy on the bike REALLY hates black people😂
The fat guy on the bike REALLY hates black people😂
Makes a joking observation about a person featured in the video with a laughing emoji.
zxcv010
Jan 28, 2026
This guy said. Tariffs against Canada will only hurt Americans. Now. He was to slap tariffs on US . The irony.
This guy said. Tariffs against Canada will only hurt Americans. Now. He was to slap tariffs on US . The irony.
The comment uses ironic commentary to critique the contradiction between stated policy positions and actions taken.
@leanderhobb
Mar 4, 2025
Don't worry we will vote for the same government again that has been ruining Canada for 10 years 😂😂
Don't worry we will vote for the same government again that has been ruining Canada for 10 years 😂😂
Uses sarcasm and emojis to mock voter behavior and government policy, combining ironic commentary with political criticism.
justinzacharias32
Jan 29, 2026
4:51 "im as racist as the next guy.." hahah 😂😂😂
4:51 "im as racist as the next guy.." hahah 😂😂😂
Laughing at a quote from the video where someone admits to racism, using humor/irony to comment on the video content.
johnnybacon8675
Jan 29, 2026
imagine starting a fight with the puppy dog ally of the US
imagine starting a fight with the puppy dog ally of the US
Uses sarcastic framing to mock the idea of Canada (a close ally) being a threat to the US.
Humor / Satire
0.85
@ragw33d
Mar 4, 2025
everytime i see a river going south across the border i take a crap in it.
everytime i see a river going south across the border i take a crap in it.
Crude joke using absurdist humor to express anti-American sentiment.
Humor / Satire
0.85
@raymondz5399
Mar 4, 2025
18:41. ABORT!! ABORT!! ABORT!!🤣🤣
18:41. ABORT!! ABORT!! ABORT!!🤣🤣
Comment uses exaggerated alarm and laughter emojis to react to a video timestamp, employing comedic tone rather than serious discourse.
Humor / Satire
0.85
IRONLUNG5-vs7tf
Jan 27, 2026
How to lose your friends and allies in 30 seconds.
How to lose your friends and allies in 30 seconds.
Sarcastic commentary using a movie title reference to critique Canada's diplomatic position.
Humor / Satire
0.85
@voidlt
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)