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
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Appears to be sarcastic praise for East Indians paired with a YouTube link, mixing ironic commentary with promotional content.
rufinogalagan1449
Oct 10, 2025
Canada's president hasn't heard OF Ron White CAN'T FIX STUPID
Canada's president hasn't heard OF Ron White CAN'T FIX STUPID
Uses a comedic reference (Ron White's catchphrase) to mock a political figure.
@jenniferjohnson1081
Mar 4, 2025
I this point canada is not named canada anymore its should be named ugo "unidentified ground object"
I this point canada is not named canada anymore its should be named ugo "unidentified ground object"
Uses absurdist wordplay and acronym joke to satirize concerns about Canadian identity loss due to immigration.
tommyr2328
Sep 14, 2025
Im not eating KFC Big Mac ?
Im not eating KFC Big Mac ?
Cryptic statement mixing fast food brands appears to be absurdist humor or sarcasm unrelated to the video topic.
Humor / Satire
0.70
@darkomihalic2727
Mar 4, 2025
Trump is a waste man ?
Trump is a waste man ?
Dismissive slang characterization of Trump presented in a casual, mocking tone typical of internet humor.
Humor / Satire
0.70
@CurtDavid-r7g
Mar 4, 2025
Who needs friends!
Who needs friends!
Sarcastic one-liner responding to trade conflict rhetoric, using irony to critique the deteriorating US-Canada relationship.
Humor / Satire
0.70
@felipemoya9992
Mar 4, 2025
ELBOWS UP THO
ELBOWS UP THO
Cryptic humorous or sarcastic interjection, likely referencing video content or meme culture.
Humor / Satire
0.70
estebanrivera7068
Feb 18, 2026
Sounds more like Canada needs the business.
Sounds more like Canada needs the business.
Sarcastic reframing of the relationship dynamic between Canada and the US using ironic understatement.
@skitsotrader141
Mar 4, 2025
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Makes a dehumanizing joke with racist undertones about appearance, using sarcasm markers.
WELSHDESI
Feb 6, 2026
I hope you stuffed the knife in your prison wallet.
I hope you stuffed the knife in your prison wallet.
Appears to be dark humor/sarcasm making a crude joke, though context is unclear without video reference.
Humor / Satire
0.70
SpaceeApee
Jan 28, 2026
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Appears to be sarcastic/joking commentary mixing unrelated claims about credentials and nationality with emoji.
andryjanuar1383
Feb 15, 2026
Lol. Everyone is clueless in Canada, not just her.
Lol. Everyone is clueless in Canada, not just her.
Uses sarcastic dismissal of government competence broadly, with a joking tone that generalizes incompetence across Canadian leadership.
ralphpezda6523
Feb 27, 2026
Canada is becoming new Poop 💩
Canada is becoming new Poop 💩
Uses crude humor and emoji to mock Canada's immigration situation, though underlying sentiment expresses concern.
sahilkhanMK52
Feb 13, 2026
Per entrare lì, tutti in fila indiana! 👈🏻👮🤙🏻
Per entrare lì, tutti in fila indiana! 👈🏻👮🤙🏻
Italian phrase with emojis appears to be a joke or sarcastic commentary, though context is unclear without video content.
Humor / Satire
0.70
albussilence6020
Feb 25, 2026
Heinous. He sounds like a whiny little girl.
Heinous. He sounds like a whiny little girl.
Uses sarcastic insult comparing someone to 'a whiny little girl,' employing derisive humor rather than substantive critique.
Humor / Satire
0.70
@Rebelmusedesign
Mar 4, 2025
you guys all suck MAGA!
you guys all suck MAGA!
Brief dismissive statement with MAGA slogan appears to be sarcastic or mocking commentary.
Humor / Satire
0.70
@cheesengritz7154
Mar 4, 2025
Stop crying Governor of the state of Canada.
Stop crying Governor of the state of Canada.
Uses sarcasm and mockery by calling Canada a 'state' and addressing the PM dismissively, employing ironic commentary.
@HD-Memories
Mar 4, 2025
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Uses dark humor and irony about being a racial minority, sarcastically commenting on demographic change.
JaneDoe-zb2kn
Jan 28, 2026
wherever they are their business scam...🤣🤣🤣
wherever they are their business scam...🤣🤣🤣
Uses sarcasm and emojis to mock immigrants as scammers, blending humor with stereotyping.
HiJob-o8e
Feb 18, 2026
Trumpsky has lost the plot ???
Trumpsky has lost the plot ???
Dismissive rhetorical question with sarcastic tone ('Trumpsky') rather than substantive critique.
Humor / Satire
0.70
@martynetheridge5772
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)