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
Canada is not a real place.
Canada is not a real place.
Makes an absurdist or sarcastic statement questioning Canada's existence, likely as ironic commentary.
ChutterBuggins
Jan 27, 2026
???????? Clown.
???????? Clown.
Uses question marks and name-calling in a dismissive, mocking tone directed at the subject of the video.
Humor / Satire
0.75
@murat8194
Mar 4, 2025
Ok? I’ll just buy Mrs Buttersworth yet another example of American business profiting
Ok? I’ll just buy Mrs Buttersworth yet another example of American business profiting
Sarcastically comments on American business profiting from tariff situations, using ironic tone.
Humor / Satire
0.75
@bridgerfinch131
Mar 4, 2025
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Uses sarcastic, exaggerated tone mocking Trump's intelligence while expressing geopolitical anxiety about Putin's intentions.
@reneesimerale
Mar 4, 2025
I'm going to disagree with Trudeau on one critical point, Donald Jackass Trump is NOT a smart man. If he was, this wouldn't even be happening.
I'm going to disagree with Trudeau on one critical point, Donald Jackass Trump is NOT a smart man. If he was, this wouldn't even be happening.
Uses crude name-calling ('Jackass') and sarcasm to mock Trump's intelligence while disagreeing with Trudeau's framing.
@CosmicFantasiesStudios
Mar 4, 2025
It’s a shit hole😂
It’s a shit hole😂
Brief dismissive statement with laughing emoji suggesting sarcastic or joking tone rather than serious critique.
Humor / Satire
0.75
Adalmandol
Oct 1, 2025
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
Combines sarcastic commentary about cultural/religious identity with humor, mocking someone's understanding of Indian and Muslim communities.
thedopeopera9281
Jan 27, 2026
They're enjoying with Tradeau and Singh.
They're enjoying with Tradeau and Singh.
Uses sarcastic/ironic phrasing ('enjoying with') to mock political leaders and immigration policy in a joking manner.
Humor / Satire
0.75
arifshakoor1650
Oct 1, 2025
As much as you hate scammers it’s crazy the things you promote 🤣
As much as you hate scammers it’s crazy the things you promote 🤣
Uses sarcasm and emoji to mock the video creator's apparent hypocrisy regarding scammers.
tttrey
Jan 27, 2026
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Satirical renaming of Canadian cities with Indian names, mocking demographic changes and cultural transformation through ironic wordplay.
migspedition
Oct 4, 2025
Dr.crane from batman has spoken
Dr.crane from batman has spoken
Makes a pop culture reference (Batman villain) as satirical commentary on a speaker's appearance or demeanor.
@robertagren9360
Mar 4, 2025
Gov Trudeau is crying ??
Gov Trudeau is crying ??
Dismissive, sarcastic comment mocking Trudeau's emotional response with minimal substantive content.
@AnbazhaganChinnappillai
Mar 4, 2025
Cmon trump, executive order for the draft. Start with your loyal red hats!
Cmon trump, executive order for the draft. Start with your loyal red hats!
Sarcastic jab at Trump using ironic reversal (suggesting he draft his own supporters) as political commentary.
@kittycat-f2j
Mar 4, 2025
3:28 Pakistani? Makes sense 😂😂
3:28 Pakistani? Makes sense 😂😂
Uses sarcasm and emoji to make a stereotypical association between nationality and behavior, employing humor to critique.
Alif-u8b9j
Oct 7, 2025
Browntown, Canadindian.
Browntown, Canadindian.
Uses sarcastic portmanteau ('Browntown, Canadindian') to mock demographic change through wordplay and ironic commentary.
MrGuit12
Oct 4, 2025
🤡🦉Government
🤡🦉Government
Uses clown and owl emojis with 'Government' label as sarcastic mockery of government competence.
bkm9849
Oct 9, 2025
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first …
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first presidency, and whenever they met after the presidency any type of meetings and forums.\n\nAlso, Justin is much younger than Trump; he is goodlooking, he is rich...not nouveau riche like Trump; he came from class, not like Trump who is 'jumped up'; and most of all he has hair, glorious hair.\nJump is jealous. That is why he's alway trying to belittle Justin.\n\nToo bad for Trump?
Uses sarcastic, absurdist reasoning (Trump jealous over Trudeau's hair and attractiveness) to mock Trump, blending satirical commentary with identity-based framing.
@marilynottley-lorant7923
Mar 4, 2025
The big orange with his art of the deal ,genius !
The big orange with his art of the deal ,genius !
Sarcastic reference to Trump's 'art of the deal' framing him as a genius, likely mocking his approach to trade/immigration policy.
@APW-ry2ok
Mar 4, 2025
Lol this dude is fake af
Lol this dude is fake af
Brief dismissive comment with casual tone suggesting the speaker is inauthentic.
Humor / Satire
0.75
@kylesawkon4074
Mar 4, 2025
Yesterday and Indian guy working at a liquor store say the Canadians are so stupid, and I asked him why you are here, he didn't like it 😂
Yesterday and Indian guy working at a liquor store say the Canadians are so stupid, and I asked him why you are here, he didn't like it 😂
The commenter shares an anecdote with a laughing emoji, using it to make an implicit criticism about immigrant attitudes toward Canadians.
FranciscoHernandez-pg7fk
Oct 9, 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)