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
Shits cooked. So cooked
Shits cooked. So cooked
Colloquial expression of hopelessness using slang, likely sarcastic commentary on the situation.
Humor / Satire
0.75
jacobbetts7388
Jan 27, 2026
DONT THREATEN US BUKO OR WE' LL RAISE IT TO 60 PERCENT YA HEARD! ?
DONT THREATEN US BUKO OR WE' LL RAISE IT TO 60 PERCENT YA HEARD! ?
Uses sarcastic, joking tone with exaggerated threat language to mock Trump's tariff threats humorously.
@exin7778
Mar 4, 2025
Canada please annex the US West Coast stares. We love you!
Canada please annex the US West Coast stares. We love you!
Jocular suggestion to annex US territory, expressing solidarity with Canada through ironic humor.
@gregdoyle6367
Mar 4, 2025
''Damn'' -Someone.
''Damn'' -Someone.
Absurdist humor attributing a generic exclamation to an unnamed person, mocking low-effort commentary.
Humor / Satire
0.75
HollowTheCommenter
Jan 27, 2026
Country Status: REDEEMED
Country Status: REDEEMED
Uses ironic gaming-style language ('Country Status: REDEEMED') to satirize the video's apparent anti-immigration stance.
shmok3y
Jan 27, 2026
Benedictions by Trudeau
Benedictions by Trudeau
Cryptic comment appears to be sarcastic wordplay referencing the Prime Minister in relation to immigration policy.
Humor / Satire
0.75
dwheeUSA
Jan 27, 2026
Is donald trump pulling a big boss?
Is donald trump pulling a big boss?
A cryptic pop culture reference ('big boss') used sarcastically to comment on Trump's actions, employing ironic humor.
Humor / Satire
0.75
@Sandra_aschenbach_doyle
Mar 4, 2025
here we go lmao
here we go lmao
Expresses amusement or ironic commentary with 'lmao' suggesting satirical tone about the topic.
Humor / Satire
0.75
dsn1460
Jan 27, 2026
I love how the guy who is waiting to be replaced is playing white knight lol
I love how the guy who is waiting to be replaced is playing white knight lol
Uses ironic commentary ('white knight') to mock Trudeau's actions as performative given his impending departure.
@wrathofscorpias
Mar 4, 2025
Singh hortons
Singh hortons
Cryptic phrase combining a political name with a brand name, likely satirical wordplay or inside joke.
Humor / Satire
0.75
Ezsniper443
Jan 27, 2026
Straight Outta Brampton.
Straight Outta Brampton.
Playful reference to Brampton using a meme format ('Straight Outta'), employing humor to comment on the city mentioned in the video.
Humor / Satire
0.75
andersuberman683
Jan 27, 2026
Trump people are not from this earth!!
Trump people are not from this earth!!
Hyperbolic, sarcastic statement about Trump supporters using absurdist humor to express alienation and criticism.
@shakazulu-h1i
Mar 4, 2025
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
I bet Melania was watching live ?
I bet Melania was watching live ?
Speculative joke about Melania Trump watching the speech, using humor to comment on the event.
@Timothy.365
Mar 4, 2025
Agree with former post: MAGA =Moscow Agent Governing America
Agree with former post: MAGA =Moscow Agent Governing America
Presents a sarcastic reinterpretation of MAGA as a political attack, blending wordplay with criticism.
@JeroendeWit-i3g
Mar 4, 2025
Imagine your country being invaded by indians 😂
Imagine your country being invaded by indians 😂
Uses sarcastic framing of immigration as 'invasion' with laughing emoji, blending dark humor with underlying demographic anxiety.
RemDrago
Jan 27, 2026
Canadian slum 😂😂😂😂
Canadian slum 😂😂😂😂
Dismissive joke characterizing Canada as a 'slum' using emoji for comedic effect.
Humor / Satire
0.75
Bollywoodhollywood2023
Dec 30, 2025
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
The comment uses sarcasm and ethnic stereotyping (Punjabi workers not shoveling snow) as comedic commentary, though with underlying identity-based framing.
nickhockey96
Jan 27, 2026
For zero Dollars I should be the minister of immigration in Canada
For zero Dollars I should be the minister of immigration in Canada
Sarcastic self-nomination as immigration minister for zero dollars, implying criticism of current management through ironic humor.
Humor / Satire
0.75
esmailahmadvand5685
Dec 28, 2025
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Uses sarcastic, crude humor to mock Trump and his supporters, with absurdist imagery rather than substantive critique.
@mexicanosxelmundo7774
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)