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
Typical lib scare tactics 😂😂😂😂😂
Typical lib scare tactics 😂😂😂😂😂
Uses sarcasm and emojis to mock what the commenter views as liberal political messaging.
ldd9672
Dec 10, 2025
I didn't know there was that much maple syrup to put tariffs on.
I didn't know there was that much maple syrup to put tariffs on.
Commenter uses sarcastic humor about maple syrup tariffs, making a joke about Canadian stereotypes in the context of trade disputes.
Humor / Satire
0.85
@protonme
Mar 4, 2025
canadians are just straight confused if they are choosing to go down there voluntarily 🤦♂️ probably the albertan separatists looking for a new home 😂
canadians are just straight confused if they are choosing to go down there voluntarily 🤦♂️ probably the albertan separatists looking for a new home 😂
Uses sarcasm and joking tone to mock Canadians visiting the US, with a satirical jab at Albertan separatists.
quickstep2408
Dec 10, 2025
CTV news is concerned with taxpayer money? 😂😂😂😂
CTV news is concerned with taxpayer money? 😂😂😂😂
Uses sarcasm and laughing emojis to mock CTV News's concern about taxpayer money, suggesting ironic disbelief.
andrewmcgee3892
Dec 24, 2025
lol what fight!?
lol what fight!?
Sarcastic dismissal of the conflict described in the video using ironic questioning.
Humor / Satire
0.85
@markbaum3388
Mar 4, 2025
This made Melania moist.
This made Melania moist.
Crude sexual joke using innuendo about a political figure, employing sarcasm and irreverent humor.
Humor / Satire
0.85
@Naniamania3
Mar 4, 2025
With friends like the orange turd who needs enemies ?
With friends like the orange turd who needs enemies ?
Uses derogatory nickname and sarcasm to mock a political figure, combining satirical tone with implicit us-vs-them framing.
@candacejacallen4813
Mar 4, 2025
Everyone hate this idiot hahahaaha they cant stand him in canda hahahhahaha resign u idiot
Everyone hate this idiot hahahaaha they cant stand him in canda hahahhahaha resign u idiot
Uses exaggerated laughter and sarcasm to mock a political figure in a comedic tone.
@radisavbulatovic2256
Mar 4, 2025
Countries built on immigrants, full of immigrants, complaining about immigrants 😂
Countries built on immigrants, full of immigrants, complaining about immigrants 😂
Uses ironic humor to highlight the contradiction of immigrant-built nations opposing immigration.
ScottishDayZer
Feb 16, 2026
Also Americans: tourism is way down and no one knows why!😂
Also Americans: tourism is way down and no one knows why!😂
Sarcastic commentary using irony and emoji to mock Americans' confusion about tourism decline.
amirhamedani1982
Dec 9, 2025
Damn, did someone order fresh squeezed orange juice?
Damn, did someone order fresh squeezed orange juice?
Sarcastic joke using a visual metaphor (orange juice/orange-colored person) to mock a political figure.
Humor / Satire
0.85
@thelastvigil111
Mar 4, 2025
Lol Canadians aren't even going.
Lol Canadians aren't even going.
Dismissive, sarcastic comment with 'Lol' mocking the premise that Canadians are traveling to the USA.
Humor / Satire
0.85
KP-wt8qr
Dec 9, 2025
What a bozo
What a bozo
Brief dismissive insult using colloquial slang, likely sarcastic commentary on a political figure.
Humor / Satire
0.85
@cathijohnson8162
Mar 4, 2025
Trump is not listening he has his finger s in his ears and is shouting no no no
Trump is not listening he has his finger s in his ears and is shouting no no no
Uses exaggerated, comedic imagery of Trump refusing to listen, employing sarcasm to mock his behavior.
Humor / Satire
0.85
@JohnHopkinson-t9f
Mar 4, 2025
Best thing to come out of Canada is Bryan Adams
Best thing to come out of Canada is Bryan Adams
Humorous deflection reducing Canada's cultural contribution to a single musician.
Humor / Satire
0.85
@senormejia9832
Mar 4, 2025
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
Sarcastic commentary on immigration enforcement using ironic observations about appearance and language as comedic critique.
Humor / Satire
0.85
kstar_ca
Feb 16, 2026
Indians were native Americans, now when Indians come, you complain? Indians rejoin :)
Indians were native Americans, now when Indians come, you complain? Indians rejoin :)
Ironic historical comparison using wordplay ('Indians rejoin') to mock complaints about Indian immigration.
ladd91
Dec 2, 2025
They ate settling and conquering like europeans did in the past. Cry 🤣🫵
They ate settling and conquering like europeans did in the past. Cry 🤣🫵
Ironic comparison of Indian settlement to European colonization with mocking emoji tone.
ricardop9196
Dec 2, 2025
Otherwise know as the flip flop express
Otherwise know as the flip flop express
Uses sarcastic nickname ('flip flop express') to mock government policy inconsistency with ironic tone.
4loops43
Nov 23, 2025
Sooo… can we make Minnesota part of Canada? We could be Canada’s version of Florida—just without the crazy! I think it’s time to jump ship ????”
Sooo… can we make Minnesota part of Canada? We could be Canada’s version of Florida—just without the crazy! I think it’s time to jump ship ????”
Uses joking tone and sarcasm (Minnesota as Canada's Florida) to express support for Canada and criticism of the US through comedic framing.
@Mathyoou
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)