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
Trying to flatter trump by calling him (smart) knowing that he’s the universal clown
Trying to flatter trump by calling him (smart) knowing that he’s the universal clown
Sarcastic commentary using ironic flattery ('smart') to mock Trump as a 'universal clown.'
Humor / Satire
0.80
@Dognme
Mar 4, 2025
Hi guys i just woke up from a 20 year old COMA.... Whats happening.? is Canada our enemy now? IN WHAT WORLD?
Hi guys i just woke up from a 20 year old COMA.... Whats happening.? is Canada our enemy now? IN WHAT WORLD?
Uses humorous exaggeration (waking from 20-year coma) to express disbelief at Canada being framed as an enemy.
@satanspy
Mar 4, 2025
Lol. Night night frenchie! Try not to cry. You're finished!\nMAGA??❤️??????
Lol. Night night frenchie! Try not to cry. You're finished!\nMAGA??❤️??????
Mocking tone with 'Night night frenchie' and MAGA reference uses sarcasm and irony to taunt, with underlying nationalist framing.
@michaelbiehl7516
Mar 4, 2025
Pajeet. Dream Scamming 😂😂😂
Pajeet. Dream Scamming 😂😂😂
Uses ethnic slur and meme language sarcastically to mock scamming stereotypes.
MIDWAYFOOTBALL123
Feb 6, 2026
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other …
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other people land stripped them of resources requested cheap labour and then complain about it. Educate yourself!
Uses sarcasm and ironic humor to counter historical arguments by pointing out colonial hypocrisy with comedic tone.
arthuryugty
Feb 14, 2026
You mean Divided States
You mean Divided States
Sarcastic wordplay renaming the United States as 'Divided States,' critiquing American political division through irony.
@lastrellpoet9331
Mar 4, 2025
Trudeau must have been taking the piss when he told trump he was a really smart guy!!!
Trudeau must have been taking the piss when he told trump he was a really smart guy!!!
Commenter uses sarcasm ('taking the piss') to mock Trudeau's diplomatic approach to Trump, combining humor with implicit policy criticism.
@mottthehoople693
Mar 4, 2025
Electoral college elected dumb trump ????
Electoral college elected dumb trump ????
Uses sarcastic questioning with excessive punctuation to mock the electoral college system and Trump's election.
Humor / Satire
0.80
@joseontiveros9057
Mar 4, 2025
Trump is Dumb and Dumber
Trump is Dumb and Dumber
Uses repetitive insult phrasing ('Dumb and Dumber') in a mocking, satirical manner rather than substantive critique.
Humor / Satire
0.80
@KimWarrington-k9b
Mar 4, 2025
Well, lets ask the Somalians in Minnesota about their American dream!😂
Well, lets ask the Somalians in Minnesota about their American dream!😂
Uses sarcastic humor and emoji to mock the immigrant success narrative by referencing a comparative example of immigrant struggles.
widescreen1272
Feb 13, 2026
??? Damn Donnie
??? Damn Donnie
Brief, sarcastic expression of frustration using informal language and a nickname.
Humor / Satire
0.80
@adamoops5972
Mar 4, 2025
U.S. Customs agents better inspect those Canadian canned food deliveries with a fine-toothed comb. Canadians at war have this one simple trick, you know…
U.S. Customs agents better inspect those Canadian canned food deliveries with a fine-toothed comb. Canadians at war have this one simple trick, you know…
Uses ironic, sarcastic commentary about Canadian food safety and wartime tactics as a joke.
Humor / Satire
0.80
@JohnDoe-my5ip
Mar 4, 2025
Jesus christ dude 😂😂 trolling human trafficers is crazy
Jesus christ dude 😂😂 trolling human trafficers is crazy
Uses humor and laughter emojis to react to the video content, treating it as comedic or absurd.
MadMan_123
Jan 27, 2026
All of US: Send a text message to dementia don every day. What's the price of egg today in America ? Egg gate.
All of US: Send a text message to dementia don every day. What's the price of egg today in America ? Egg gate.
Uses sarcastic humor and wordplay ('Egg gate') to mock political discourse and cognitive decline allegations.
Humor / Satire
0.80
@GREGGRCO
Mar 4, 2025
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
Uses ironic humor (emoji, sarcasm about immigrants criticizing immigrants) while also making an economic point about Indian GDP contributions.
iiiRageEZ
Feb 7, 2026
Guvernor Trudeau
Guvernor Trudeau
Sarcastic renaming of Trudeau as 'Governor' rather than Prime Minister, mocking his authority or status.
Humor / Satire
0.80
@gosnfrenki
Mar 4, 2025
Thought the socialists were removing Justine, love those high taxes!
Thought the socialists were removing Justine, love those high taxes!
Sarcastic comment mocking socialist removal of Trudeau while criticizing high taxes, mixing irony with policy complaint.
@lvgk8898
Mar 4, 2025
Poor Donald, everyone he wanted to attack just buries him.
Poor Donald, everyone he wanted to attack just buries him.
Mocking commentary using ironic language to criticize the subject's failed attempts to attack others.
Humor / Satire
0.80
@futurama420
Mar 4, 2025
Canadian souche 😂😂mdr nous sommes dans un monde de fous
Canadian souche 😂😂mdr nous sommes dans un monde de fous
Uses French slang and laughter emojis to sarcastically comment on Canada's changing demographics, treating the situation as absurd.
mrwinner1864
Feb 13, 2026
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
Uses sarcasm and ironic commentary about British colonialism and India, framing current immigration as historical payback with comedic intent.
tivfj1
Jan 27, 2026
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)