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
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
The comment makes a joking reference to a movie character, using humor to comment on someone's appearance.
Humor / Satire
0.95
mjdf122
Jan 27, 2026
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
Reference to South Park catchphrase used as humorous commentary, not substantive political engagement.
Humor / Satire
0.95
@DylanFraser-z2v
Mar 4, 2025
Tyler is a fooo😂
Tyler is a fooo😂
Brief joking insult with emoji, unrelated to substantive immigration discourse.
Humor / Satire
0.95
WHALEMUSICRECORDS
Jan 27, 2026
What I really found out from this video today that India and Punjab are 2 different countries......😂
What I really found out from this video today that India and Punjab are 2 different countries......😂
Uses sarcasm and a laughing emoji to mock the video's apparent conflation of India and Punjab as separate countries.
Humor / Satire
0.95
Vish4891
Feb 25, 2026
4:52 trying to hold back laughter lol
4:52 trying to hold back laughter lol
The commenter is reacting with amusement to something in the video, using casual humor language.
Humor / Satire
0.95
Stuka01210
Jan 28, 2026
Dude it's punjab not pooonjab😂😂
Dude it's punjab not pooonjab😂😂
Humorous correction of pronunciation with laughing emojis, mocking tone about how a word is said.
Humor / Satire
0.95
farazdanish7612
Jan 28, 2026
1:51 why she look like Charlie Kirk 😭
1:51 why she look like Charlie Kirk 😭
A joking comparison between a person in the video and a public figure, using laughing emoji to signal comedic intent.
Humor / Satire
0.95
SoccerPatten
Jan 27, 2026
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
Uses sarcasm and mocking tone (lmao, emoji) to ridicule the previous comment's suggestion about becoming a U.S. state.
Humor / Satire
0.95
thisisfyne
Feb 24, 2026
The cashier girl was waffling the whole time 😂
The cashier girl was waffling the whole time 😂
Humorous observation about a cashier's behavior in the video using slang ('waffling') with laughing emoji.
Humor / Satire
0.95
Bunnyfx.7
Jan 27, 2026
The bike guy 😂
The bike guy 😂
Brief comment with laughing emoji referencing a person in the video, indicating humorous observation.
Humor / Satire
0.95
Al-Ra05
Jan 27, 2026
9:00 "they walk naked" , says the half naked guy
9:00 "they walk naked" , says the half naked guy
Uses ironic sarcasm to mock a claim in the video by pointing out hypocrisy.
Humor / Satire
0.95
stonedwhitethesevendopedwa8640
Sep 20, 2025
Protect helmet guy at all costs 😂❤❤❤
Protect helmet guy at all costs 😂❤❤❤
A lighthearted, affectionate comment using emojis and humor to express support for someone in the video.
Humor / Satire
0.95
chrismoisiov8760
Jan 27, 2026
3:46 bro im crying 😭 funniest shit ive seen today
3:46 bro im crying 😭 funniest shit ive seen today
Expresses amusement at a specific moment in the video using casual humor language.
Humor / Satire
0.95
WyattH-un7os
Jan 27, 2026
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
Laughing emojis with no textual content indicate amusement or sarcastic reaction to the video content.
Humor / Satire
0.95
mr.critic
Jan 27, 2026
I farted at the border
I farted at the border
Absurdist joke unrelated to the serious policy discussion, using crude humor for comedic effect.
Humor / Satire
0.95
erich84502ify
Dec 8, 2025
I just farted.
I just farted.
Off-topic joke with no relevance to immigration or policy discussion.
Humor / Satire
0.95
@AlenDelon-x6i
Mar 4, 2025
8:16 this guys kills me 😂😭
8:16 this guys kills me 😂😭
Commenter finds a specific moment in the video amusing, using laughing emojis to indicate humor.
Humor / Satire
0.93
carlbd
Jan 28, 2026
i like the guy on the bike lol
i like the guy on the bike lol
Casual expression of amusement toward a video subject, using informal tone and laughter indicator.
Humor / Satire
0.93
serupsippa
Jan 28, 2026
Press x to shit on Maple Leaf
Press x to shit on Maple Leaf
Internet meme reference ('press x') used sarcastically to mock Canada, pure comedic commentary.
Humor / Satire
0.93
TheKookaking
Jan 29, 2026
PUNJAB ❌ POONJAB ✅
PUNJAB ❌ POONJAB ✅
Phonetic joke mocking pronunciation of Punjab/Punjabi, using wordplay for comedic effect.
Humor / Satire
0.92
sayak8210
Jan 28, 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)