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
canadian whites are very honest 😂
canadian whites are very honest 😂
Uses ironic/sarcastic tone with emoji to make a stereotypical claim about Canadian identity, blending humor with identity framing.
VarunRathour786
Feb 24, 2026
? Justin Trudeausingh the clown? of canada.
? Justin Trudeausingh the clown? of canada.
Mocking insult using 'clown' characterization and emoji, employing sarcasm to criticize Trudeau.
Humor / Satire
0.75
@CR1-u5j
Mar 4, 2025
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Sarcastically frames Canada as benefiting from ethnic/religious tensions, using irony and emojis to mock the situation.
gsk8366
Jan 27, 2026
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
The comment uses ironic commentary about Trump's intelligence, sarcastically suggesting his mother's criticism now 'makes sense' in light of his business acumen—a sarcastic jab presented as humorous observation.
@InspiredBeastWorldWide
Mar 4, 2025
boohoo MAGA!!!!
boohoo MAGA!!!!
Dismissive mockery of MAGA/Trump supporters using sarcastic tone and exclamation marks.
@jasonlindsay196
Mar 4, 2025
Donald your a dumb orange derange lunatic. Excellent speech of Trudeau.
Donald your a dumb orange derange lunatic. Excellent speech of Trudeau.
Uses insulting humor and name-calling ('dumb orange derange lunatic') as primary rhetorical strategy while praising Trudeau's alternative approach.
@henkhbit5748
Mar 4, 2025
FAFO, the next “Miracle on Ice”!
FAFO, the next “Miracle on Ice”!
Uses sarcastic reference to 'Miracle on Ice' and cryptic 'FAFO' (Find Out For Ourselves) in ironic tone about Olympic outcomes.
Humor / Satire
0.75
deanmcghie6519
Feb 26, 2026
Punjab hama😂
Punjab hama😂
Brief exclamation with emoji suggesting amusement, likely referencing Punjab or a cultural reference in the video.
Humor / Satire
0.75
Incognito652
Feb 25, 2026
Trump can barely speak English properly- he only sounds smart to the low iq magasses
Trump can barely speak English properly- he only sounds smart to the low iq magasses
Mocking critique of Trump's communication abilities using derogatory language and sarcasm.
@StellaNoire
Mar 4, 2025
Fuck it, amerrica should just takeover canada at this point lol
Fuck it, amerrica should just takeover canada at this point lol
Flippant, joking suggestion about US takeover framed as ironic commentary on Canadian sovereignty.
@user-ng8jf8xt6r
Mar 4, 2025
Je veut une complications du mec en bike 😂😂😂
Je veut une complications du mec en bike 😂😂😂
French-language comment making a joke with laughing emojis, appears to be humorous commentary on video content.
Humor / Satire
0.75
MrDamatick
Mar 3, 2026
What a W ⚓️
What a W ⚓️
Casual slang expression ('What a W') with emoji suggests ironic or joking commentary rather than substantive engagement.
Humor / Satire
0.75
@jadesmith6823
Mar 4, 2025
He’s cry baby pay
He’s cry baby pay
A brief, sarcastic insult using wordplay ('cry baby pay') as mocking commentary on a political figure.
Humor / Satire
0.75
@JoshuaCornwell-jf4fq
Mar 4, 2025
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
Uses a derogatory pun on the Prime Minister's name as sarcastic commentary, combining wordplay with political criticism.
grantboucher9342
Feb 25, 2026
Could the US become Canada’s Eleventh province?
Could the US become Canada’s Eleventh province?
Playful hypothetical question comparing US-Canada relationship using absurdist framing (US as Canadian province).
@carolesanetti1257
Mar 4, 2025
I thought he resigned? Oh wait...
I thought he resigned? Oh wait...
Sarcastic comment questioning a resignation claim, using ironic tone to critique the subject's narrative.
@andrewkeesays
Mar 4, 2025
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how …
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how much insight Canada ?? has on American ?? supply
Uses ironic, rambling commentary about Trump's role in raising awareness of Canadian politics, with sarcastic tone about international relations.
@empresslocdoctor6328
Mar 4, 2025
Bram-ladesh
Bram-ladesh
A play on words combining 'Bram' with 'Bangladesh,' likely mocking immigration or cultural identity through wordplay.
m.stewart7208
Feb 25, 2026
USA for 11th province
USA for 11th province
Brief satirical comment suggesting the USA should become Canada's 11th province, using ironic framing to critique US politics.
@erect_potatoes
Mar 4, 2025
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Uses sarcasm and ironic emojis to mock Trump's decision while implying a conspiracy theory about Trump-Putin alignment.
@nightowl4206
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)