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
Becareful with what you say. Kash Petal might start an investigation against you. Vivek Ramaswamy and Nikki Haley might throw a lawsuit at you.
Becareful with what you say. Kash Petal might start an investigation against you.
Vivek Ramaswamy and Nikki Haley might throw a lawsuit at you.
Sarcastically warns the video creator about potential legal consequences from political figures, using ironic tone.
primaryesthethicinstincts4832
Jan 27, 2026
You know the left ain't going to be happy with you exposing this stuff! 😂
You know the left ain't going to be happy with you exposing this stuff! 😂
Commenter uses sarcasm and humor to suggest the content creator is exposing controversial information that will upset political opponents.
JJ_moneybag
Jan 27, 2026
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting.
I thought it was a great way to welcome you before you struggle with communicating your order.
Sarcastic observation about pre-recorded greetings implying immigrants struggle with communication, delivered as ironic commentary.
NaturalGC
Feb 7, 2026
Is it Punjab invasion 😂 rather than, india as a whole 😂
Is it Punjab invasion 😂 rather than, india as a whole 😂
Uses joking tone with emojis to make a satirical comment about regional vs. national identity framing of Indian immigration.
Gabbybrielle
Jan 27, 2026
If u have got any problem then that's your problem. I will go to Canada or usa or anywhere i want. Who are you to stop me 😂😂😂😂😂😂😂😂😂
If u have got any problem then that's your problem.
I will go to Canada or usa or anywhere i want.
Who are you to stop me
😂😂😂😂😂😂😂😂😂
Uses sarcasm and emojis to mock restrictions on movement, with defiant tone presented comedically.
SenpaichanXD
Jan 27, 2026
"YA YA YA" - Every Indian Ever.
"YA YA YA" - Every Indian Ever.
Uses stereotypical mimicry and sarcasm to mock Indian immigrants through caricature.
Unholy187
Jan 27, 2026
We got Somalica now Indianada.
We got Somalica now Indianada.
Uses wordplay ('Somalica'/'Indianada') to sarcastically comment on demographic change, blending satire with identity-based framing.
Dizzy_Izzy-01
Jan 27, 2026
I'll never understand people who love their country and culture so much and then move to Canada or USA😂😂😂😂
I'll never understand people who love their country and culture so much and then move to Canada or USA😂😂😂😂
Uses ironic humor to critique the perceived contradiction of immigrants leaving their home countries while claiming to love them.
Forestoflilies
Jan 27, 2026
Lol the visa guy can't even get his story straight. Next year. Next month. All the same thing
Lol the visa guy can't even get his story straight. Next year. Next month. All the same thing
Sarcastic criticism of an interview subject's inconsistent statements about timing, using humor to critique.
490o
Feb 8, 2026
Do Filipinos in Canada next 😂
Do Filipinos in Canada next 😂
Uses playful tone and emoji to request similar content about another ethnic group, employing light mockery of the video's framing.
Humor / Satire
0.80
lottenetzel8751
Jan 27, 2026
9:08 😂😂😂😂😂😂😂 Holy crap are they stupid
9:08 😂😂😂😂😂😂😂
Holy crap are they stupid
Laughing reaction to video content with a derogatory generalization, using humor to express criticism.
SAVGxNiiNO
Jan 27, 2026
Canadians are so nice! They even would let their country become Indian
Canadians are so nice! They even would let their country become Indian
Sarcastic comment praising Canadian niceness while implying demographic replacement anxiety through ironic framing.
Nobblehs
Feb 8, 2026
Envy Albertans who won’t have to deal with dysfunctional Liberals when they separate 😂
Envy Albertans who won’t have to deal with dysfunctional Liberals when they separate 😂
Commenter uses sarcasm and humor to express political frustration about provincial governance and separation.
SusanMurtagh-y6y
Feb 27, 2026
11:48 the trafficker's accent! Lol
11:48 the trafficker's accent! Lol
Makes a joke about a trafficker's accent mentioned in the video, using humor to comment on the content.
emilyannagarrett196
Feb 8, 2026
Man, Trump American sucks.
Man, Trump American sucks.
Casual, sarcastic criticism of Trump and America using colloquial language with humorous tone.
Humor / Satire
0.80
@tealion
Mar 4, 2025
Don't you mean Bramalesh.
Don't you mean Bramalesh.
Sarcastic wordplay on a name, likely mocking or joking about a person mentioned in the video.
Humor / Satire
0.80
carolynhawley8128
Feb 27, 2026
“Thank you kindly, but I’m sorry. We won’t back down from a fight”.\n\nNeeds to be this trade war slogan.
“Thank you kindly, but I’m sorry. We won’t back down from a fight”.\n\nNeeds to be this trade war slogan.
Proposes a quote as a humorous/ironic trade war slogan, using sarcasm about conflict rhetoric.
Humor / Satire
0.80
@stephbrown3883
Mar 4, 2025
Come visit Surrey B.C 😂
Come visit Surrey B.C 😂
A sarcastic invitation to visit Surrey B.C., using the laughing emoji to signal ironic commentary (likely about immigration demographics in that area).
Humor / Satire
0.80
PerplexedCDN
Feb 8, 2026
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Uses self-deprecating humor and irony to comment on racial bias, while sharing personal perspective on encountering discrimination.
ThembaMtunja
Jan 27, 2026
Trump Speaks English \nLike his uneducated\nConstituents in the deep South.
Trump Speaks English \nLike his uneducated\nConstituents in the deep South.
Uses sarcastic/mocking commentary about Trump's speech patterns and his supporters' education level.
@patward1610
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)