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
The racist m*therfucker strikes again 😂
The racist m*therfucker strikes again 😂
Commenter uses sarcastic emoji and name-calling to mock someone as racist, employing ironic tone rather than serious argument.
Mr_unknown-v1w
Jan 29, 2026
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Praises the speech while using ironic humor to mock Trump's intelligence, combining support with comedic critique.
@Tseringlhatso
Mar 4, 2025
Yea just punched trump in the ground
Yea just punched trump in the ground
Celebratory, likely sarcastic comment using metaphorical language ('punched trump in the ground') rather than literal policy discussion.
Humor / Satire
0.82
@curly_
Mar 4, 2025
tell that hick to review our CRA statements if he thinks we don't pay taxes hahaha
tell that hick to review our CRA statements if he thinks we don't pay taxes hahaha
Uses sarcastic humor ('hahaha') to mock the claim that immigrants don't pay taxes, implying they do contribute economically.
menacer-oi2bg
Sep 20, 2025
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax …
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax that rebated more money to most citizens than they spent on carbon taxes ? no, the DOGE solution to addressing climate change is much better .. just cripple the three north american economies with tariffs, put hundreds of thousands of citizens out of work, and make the Trump tax cuts permanent so that the federal government is broke as well. no more money means no more spending or consuming .. it's a win for the entire planet !!
Sarcastic commentary using ironic praise of Trump/Elon's economic policies to critique their actual harmful effects on employment and government finances.
@senatorhung
Mar 4, 2025
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
Uses sarcastic wordplay ('T'Rumpty', 'orange buffoon') and compares Trump's credibility across nations.
@sandraluvly598
Mar 4, 2025
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! …
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! BROOO 😂
Uses humor and laughter to comment on assimilation expectations, referencing personal family history with comedic tone.
shrinapurohit5207
Mar 3, 2026
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Uses sarcasm and ironic tone ('Comrade') to mock US self-sufficiency claims while comparing Canada's advantages, employing satirical commentary.
@praisegod4538
Mar 4, 2025
Trump is a Hoser!
Trump is a Hoser!
Lighthearted insult using Canadian slang ('Hoser') as humorous criticism of Trump.
Humor / Satire
0.82
@joeguzmanguzman
Mar 4, 2025
So our ally now is the Russian? lol
So our ally now is the Russian? lol
A sarcastic, ironic comment questioning the shift in alliances with a joking tone.
Humor / Satire
0.82
@cyberheo
Mar 4, 2025
I call them Timmigrants
I call them Timmigrants
Creates a derogatory portmanteau combining 'Tim Hortons' and 'immigrants,' using wordplay for satirical effect.
WildCapybara1
Sep 20, 2025
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
Uses sarcastic insult to mock another commenter's characterization of legal immigrants as 'invaders,' employing humor to critique their argument.
dabull1381
Feb 25, 2026
Who cares? There's not enough Clydesdale horses in the world that could pull me over the border.🇨🇦 🖕Donnie
Who cares? There's not enough Clydesdale horses in the world that could pull me over the border.🇨🇦 🖕Donnie
Uses hyperbolic humor (Clydesdale horses) and sarcasm to express strong Canadian identity and rejection of US travel.
georgelabottum7448
Dec 10, 2025
ooohhh noooooo people immigrated to a country who was welcoming immigrantsss ohhh noooo how can theyyyy :((
ooohhh noooooo people immigrated to a country who was welcoming immigrantsss ohhh noooo how can theyyyy :((
Sarcastic commentary using exaggerated concern to critique anti-immigration sentiment, implying that welcoming immigrants is morally appropriate.
prayagtrivedi2606
Jan 27, 2026
We don't want your products Sir! We don't need your dirty oil! We don't need your whisky either! Lol!
We don't want your products Sir! We don't need your dirty oil! We don't need your whisky either! Lol!
Humorous rejection of American products using exaggeration and 'Lol' to mock Trump's trade threats.
@freespiritedsoul68
Mar 4, 2025
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
Uses sarcastic humor about U.S. border walls and stock investment to comment on Canadian immigration.
groveh1
Nov 20, 2025
Канада отправит их в Науру. 😂
Канада отправит их в Науру. 😂
Comment in Russian with laughing emoji making a satirical reference to deportation to Nauru (Australia's offshore detention center).
Humor / Satire
0.82
FanPip
Feb 18, 2026
We have unlocked the coded media term "Brampton Driver"
We have unlocked the coded media term "Brampton Driver"
Ironic commentary decoding a media euphemism ('Brampton Driver') as coded language, using satire to critique media framing.
DerekMcquattie
Jan 27, 2026
"What do the native Canadians think" then he goes and talks to white ppl like bro they immigrants to this land 😂😂
"What do the native Canadians think" then he goes and talks to white ppl like bro they immigrants to this land 😂😂
Uses ironic humor to critique the framing of 'native Canadians' as white people, pointing out the contradiction with laughter.
Lakota_1478
Mar 1, 2026
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
Uses ironic, stereotypical characterization of Canadian generosity and politeness toward immigrants as satirical commentary.
andrewfrazz5988
Feb 18, 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)