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
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Self-deprecating joke about performative outrage and personal identity/belonging, using irony and emojis.
Epic_Knight
Jan 27, 2026
what a cupcake. haha
what a cupcake. haha
Dismissive joke using 'cupcake' as a pejorative, employing sarcasm to mock someone.
Humor / Satire
0.85
@claytonlamyuen9608
Mar 4, 2025
Saar! We will make canada a "SuperPooper" 2030 also like we make india💩
Saar! We will make canada a "SuperPooper" 2030 also like we make india💩
Satirical/mocking comment using wordplay and scatological humor to critique immigration policy through ironic exaggeration.
Humor / Satire
0.85
saadraza5702
Jan 27, 2026
Gentle parenting the “leader of the free world” ?
Gentle parenting the “leader of the free world” ?
Sarcastic critique using the parenting metaphor to mock Trump's leadership style and demeanor.
Humor / Satire
0.85
@jossnoss
Mar 4, 2025
Bike guy is based af!! Lol. He needs a youtube channel!!
Bike guy is based af!! Lol. He needs a youtube channel!!
Casual praise with 'based af' slang and joking tone about a video subject.
Humor / Satire
0.85
coolguysixtynine420
Jan 27, 2026
I like how you still think America is the greatest country on the planet hahahaha
I like how you still think America is the greatest country on the planet hahahaha
Sarcastic jab comparing Canada to America with mocking tone about national superiority claims.
Dylan696-e9o
Jan 27, 2026
WANGHAF OF THE YEAR
WANGHAF OF THE YEAR
Cryptic acronym 'WANGHAF' appears to be sarcastic or joking commentary without clear substantive content.
Humor / Satire
0.85
crammond7114
Jan 27, 2026
I was like "great I can watch this while I'm eating" but then realized the video is about Indians and my stomach just isn't ready for it.
I was like "great I can watch this while I'm eating" but then realized the video is about Indians and my stomach just isn't ready for it.
Uses sarcasm and ethnic stereotyping as comedic commentary, playing on food-related cultural associations.
servantofgod3058
Jan 27, 2026
Trump, SMART GUY?.HUMMM REALLY.... SMH OK IF U SAY SO
Trump, SMART GUY?.HUMMM REALLY.... SMH OK IF U SAY SO
Uses sarcasm and dismissive tone ('HUMMM REALLY.... SMH') to mock the characterization of Trump as smart.
Humor / Satire
0.85
@dr.phillips2008
Mar 4, 2025
Sneaking into the greatest country on Earth? LMFAO
Sneaking into the greatest country on Earth? LMFAO
Sarcastic joke about Canada being 'the greatest country' while mocking illegal immigration, combining humor with nationalist framing.
HawttGarbage
Feb 17, 2026
Breaking news trump said he'll cease and desist if drake stops rapping. ? on a serious note we haven't had a president utter a coherent thought in so long that this is odd smh
Breaking news trump said he'll cease and desist if drake stops rapping. ? on a serious note we haven't had a president utter a coherent thought in so long that this is odd smh
Uses joke format (Drake reference) followed by sarcastic commentary on presidential coherence.
@JayMatthews-iv8ek
Mar 4, 2025
Poo guy went crazy 😂
Poo guy went crazy 😂
Mocking commentary about a video participant using crude humor and emoji to express amusement.
ysnfrmdaA
Jan 27, 2026
@7:05:: He's using small words. Probably the best way to get through to the orange man,,, I'm not saying the orange man is dumb, but he is pretty damned stupid. A for effort... Let's see …
@7:05:: He's using small words. Probably the best way to get through to the orange man,,, I'm not saying the orange man is dumb, but he is pretty damned stupid. A for effort... Let's see if it actually takes... Sadly, I doubt it...
Sarcastic commentary on Trump's intelligence using humor while critiquing the speaker's communication strategy.
@philstuf
Mar 4, 2025
Trump is just determined to make his MAGA hats more expensive! Can't even manufacture them in the US..... Now take a minute and please bow your head and remember when the USA was a great …
Trump is just determined to make his MAGA hats more expensive! Can't even manufacture them in the US..... Now take a minute and please bow your head and remember when the USA was a great country!
Uses ironic commentary and sarcasm to critique Trump's policies and manufacturing practices.
Humor / Satire
0.85
@NickHampson-j8f
Mar 4, 2025
4:53 it’s safe environment in Brampton 😂😂. Joke of the day
4:53 it’s safe environment in Brampton 😂😂. Joke of the day
Uses sarcasm and laughter emojis to mock claims about safety in Brampton.
Humor / Satire
0.85
blogcanada7428
Jan 27, 2026
Tyler's videos gave me ptsd I need a check ✔️
Tyler's videos gave me ptsd I need a check ✔️
Joking reference to the video creator's content causing emotional distress, combining humor with meta-commentary about the channel.
FentanylFloyd
Jan 27, 2026
I'm a space alien from another planet. I stand sometimes even defying gravity with Canada!
I'm a space alien from another planet. I stand sometimes even defying gravity with Canada!
Absurdist joke claiming alien identity while expressing solidarity with Canada; clearly satirical and non-serious.
Humor / Satire
0.85
@jameswarhol442
Mar 4, 2025
Maybe Trump could get Melania to translate in another language for him in his public speeches - maybe French, Italian or even Spanish so the rest of our adversaries citizens can understand what he’s saying. …
Maybe Trump could get Melania to translate in another language for him in his public speeches - maybe French, Italian or even Spanish so the rest of our adversaries citizens can understand what he’s saying. ?
Uses sarcastic suggestion about Melania translating Trump's speeches to mock his communication and intelligence.
Humor / Satire
0.85
@lisawisman5304
Mar 4, 2025
Hey Canada you want to trade Justin Trudeau for two Trump and Vance hell we will even throw in Elon Musk. No how about Trump administration as well. Want do you say? Please take them …
Hey Canada you want to trade Justin Trudeau for two Trump and Vance hell we will even throw in Elon Musk. No how about Trump administration as well. Want do you say? Please take them all!
Uses joking tone to satirically offer a trade of American political figures to Canada, mocking U.S. leadership.
@north335
Mar 4, 2025
How tf Africans catch a stray on a video about Indian immigrants? 😅
How tf Africans catch a stray on a video about Indian immigrants? 😅
Sarcastic comment using humor to point out the irrelevance of bringing up Africans in a video about Indian immigrants.
Humor / Satire
0.85
TheCommentSection
Jan 27, 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)