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
Big ol’ balls on Canada… ?
Big ol’ balls on Canada… ?
Colloquial expression of admiration using crude humor/slang to praise Canada's boldness.
Humor / Satire
0.75
@glucas5393
Mar 4, 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
So now this girly man grew a pair????? It’s a bit too late buddy. This was not your DESTINY ????
So now this girly man grew a pair????? It’s a bit too late buddy. This was not your DESTINY ????
Sarcastic mockery using gendered insults and ironic language ('grew a pair', 'DESTINY') to criticize a political figure's perceived weakness.
@kooskoos8181
Mar 4, 2025
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
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
Uses sarcasm and jokes about American political instability with excessive emoji, comparing nations mockingly.
status.0519
Feb 4, 2026
Fire Trump ?
Fire Trump ?
Brief, sarcastic comment using wordplay ('Fire Trump') that appears to mock rather than seriously advocate.
Humor / Satire
0.75
@app1mxh
Mar 4, 2025
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Uses dismissive, sarcastic tone with stereotypical references (syrup, business) in a mocking, incoherent style typical of satirical commentary.
@TheGabagool1
Mar 4, 2025
Look here, Trudeau, the scholar, speaking 2 languages. And isn't that French beautiful?
Look here, Trudeau, the scholar, speaking 2 languages. And isn't that French beautiful?
Sarcastic comment praising Trudeau's bilingualism and French language skills, with ironic tone suggesting criticism masked as compliment.
@BosBajC
Mar 4, 2025
It’s that easy? Y’all are drones 😂😂😂
It’s that easy? Y’all are drones 😂😂😂
Uses sarcasm and emojis to mock the simplicity or absurdity of something presented in the video.
@jpjpjpjpa
Feb 20, 2026
💩 🇮🇳 Goodbye Canada and Britain! My phone wilted from their smell!
💩
🇮🇳
Goodbye Canada and Britain!
My phone wilted from their smell!
Crude satirical/mocking commentary using emojis and exaggeration to demean immigrant groups.
Black-notebook-n13-1i
Jan 27, 2026
WE ALL GOING TO END UP WITHOUT TEETH AND one-eyed ?
WE ALL GOING TO END UP WITHOUT TEETH AND one-eyed ?
Absurdist, exaggerated imagery about physical harm appears to be dark humor or sarcasm rather than literal threat prediction.
@catedrademocratica1869
Mar 4, 2025
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
Trump is a loser clown. The maga party will collaspe and it will be glorious
Trump is a loser clown. The maga party will collaspe and it will be glorious
Uses hyperbolic insults and sarcasm to mock Trump and predict the collapse of MAGA movement.
@SnappySnapfire
Mar 4, 2025
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 2026
The man on the bike is right!! lmao!!
The man on the bike is right!! lmao!!
The commenter is laughing at and agreeing with someone in the video using casual, joking language ('lmao').
cindichean
Jan 27, 2026
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Uses sarcastic, exaggerated tone with elongated words to mock or dismiss the video's framing of questions.
Humor / Satire
0.75
@ptittannique5621
Feb 20, 2026
Trump is a clown!!!!\nAmerica needs a better president?
Trump is a clown!!!!\nAmerica needs a better president?
Dismissive characterization of Trump using exaggerated language and rhetorical questioning for comedic effect.
Humor / Satire
0.75
@Kamel718
Mar 4, 2025
What a fusing idiot
What a fusing idiot
Uses crude sarcasm and name-calling ('fusing idiot') to mock someone, employing humor/insult as commentary.
Humor / Satire
0.75
@gabriellondondo8155
Mar 4, 2025
Is it 2028 yet…..here in Chicago….\nWait ….its only been less than 2 months….
Is it 2028 yet…..here in Chicago….\nWait ….its only been less than 2 months….
Uses sarcastic commentary about time passing slowly, expressing impatience with current circumstances through ironic questioning.
@henzbikertv916
Mar 4, 2025
“The art of the deal” ?
“The art of the deal” ?
Sarcastic reference to Trump's book title, implying skepticism about his negotiation tactics through ironic quotation.
Humor / Satire
0.75
@Ricky-to2me
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)