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
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Humor / Satire
4,434 comments
Thank you but sometimes you just can't fix stupidity, i said what I said ?
Thank you but sometimes you just can't fix stupidity, i said what I said ?
Uses sarcastic tone and casual language to critique Trump's intelligence, with implied moral judgment.
@deborahharris3552
Mar 4, 2025
She likes fatooli and kabooch in her salad, she says
She likes fatooli and kabooch in her salad, she says
A lighthearted, possibly sarcastic comment about food preferences that appears to mock or jest about cultural stereotypes.
Humor / Satire
0.70
noblewarrior4776
Feb 27, 2026
Brown fatigue button
Brown fatigue button
Cryptic phrase likely referencing fatigue with diversity discourse, presented in a joking/sarcastic manner.
Humor / Satire
0.70
helterskelter156
Jan 28, 2026
This place is an ICE gold mine
This place is an ICE gold mine
Uses sarcastic reference to ICE (Immigration and Customs Enforcement) to mock immigration enforcement or the video's subject matter.
T3B-Gaming
Jan 28, 2026
Press F for Canada
Press F for Canada
Internet meme format ('Press F') expressing mock mourning for Canada, blending dark humor with implicit concern about national decline.
user-g888
Jan 27, 2026
Lol at the tuk tuk IA slop
Lol at the tuk tuk IA slop
Mocking comment using slang to ridicule content or subject matter.
Humor / Satire
0.70
jjjdgd5
Jan 28, 2026
It’s funny to me how one speak can eradicate a whole track record of nonsense and stupidity! But I guess you get what you deserve! Not talking about the content of the speech but you …
It’s funny to me how one speak can eradicate a whole track record of nonsense and stupidity! But I guess you get what you deserve! Not talking about the content of the speech but you are fooled too easily
Uses ironic commentary ('funny to me') to critique how easily public opinion shifts based on rhetoric rather than substantive policy.
@mattchinas
Mar 4, 2025
Canada respectfully we will take you!!!
Canada respectfully we will take you!!!
Appears to be ironic/joking commentary suggesting the US would 'take' Canada, likely satirizing annexation rhetoric.
Humor / Satire
0.68
@mauricebutlerfootballnewsa7566
Mar 4, 2025
Rasist white monkey name Tyler olivera 😂😂😂😂😂
Rasist white monkey name Tyler olivera 😂😂😂😂😂
Uses mocking language and emojis to ridicule a named individual, employing sarcasm and name-calling as comedic attack.
Fire_Pro_Gamer_YT
Jan 27, 2026
The age of Austerity, of free grain, and Circus days 🎪 😢
The age of Austerity, of free grain, and Circus days 🎪 😢
Uses ironic classical reference (bread and circuses) with emoji to satirize government policy or societal conditions.
sugarman08
Jan 25, 2026
1:18 agenda proven wrong. Thank you MAGA😂
1:18 agenda proven wrong. Thank you MAGA😂
Dismissive comment with emoji claiming a political agenda is disproven, mixing sarcasm with political reference.
Urnightmare-666
Feb 28, 2026
The consequences of Elbows Up
The consequences of Elbows Up
Cryptic reference to 'Elbows Up' appears to be sarcastic commentary, likely mocking a political figure or policy decision.
dannyt7075
Dec 8, 2025
????????????. BRAVO JUSTIN!!!!!!
????????????. BRAVO JUSTIN!!!!!!
Excessive punctuation and sarcastic praise ('BRAVO') mock the subject rather than genuinely commend.
Humor / Satire
0.68
@joeystratner1902
Mar 4, 2025
Ask him why he’s not PM anymore. Donald knows
Ask him why he’s not PM anymore. Donald knows
Sarcastic rhetorical question comparing Canadian and US leadership, implying criticism through irony.
@stevemacleod2431
Mar 4, 2025
Trudeau is the prime minister, make that make Sense.
Trudeau is the prime minister, make that make Sense.
Sarcastic or ironic statement questioning the logic of Trudeau's position, using rhetorical absurdity for comedic effect.
Humor / Satire
0.68
@Hernandez9007
Mar 4, 2025
Poop on bus ✅ Eat the poopies ✅ 🇨🇦🇮🇳
Poop on bus ✅
Eat the poopies ✅
🇨🇦🇮🇳
Crude stereotypical jokes combining offensive imagery with flag emojis, attempting satirical commentary through shock humor.
Humor / Satire
0.68
gsk8366
Jan 27, 2026
theyre all npcs
theyre all npcs
Uses dehumanizing slang ('npcs') in a dismissive, sarcastic manner toward a group.
nfff09-i2v
Feb 6, 2026
Man CNN watchers seem so vaxed
Man CNN watchers seem so vaxed
Uses sarcastic/ironic commentary about CNN viewers and vaccination status as a jab at the media outlet.
@danielkrasnopoias1418
Mar 4, 2025
We bring in people who ride camels and give them cars lol
We bring in people who ride camels and give them cars lol
Stereotypical joke about immigrants ('ride camels') presented as satirical commentary, though relies on false generalizations.
Calabrez416
Feb 21, 2026
That’s not the energy this yellow belly had when he flew to maralago . He’s very brazen
That’s not the energy this yellow belly had when he flew to maralago . He’s very brazen
Sarcastic criticism using 'yellow belly' insult and ironic commentary about inconsistent behavior.
@michaeldavis8617
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)