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
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
Uses wordplay ('dollars/cents'), all-caps emphasis, and sarcastic tone to mock Canada-US relations humorously.
@THENOTENATION
Mar 4, 2025
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Extended sarcastic commentary using humor and emojis to critique racism and white supremacy while defending cultural diversity and comparing Canada favorably to other nations.
yimbr-s9w
Nov 14, 2025
It’s a _Prime_ Minister, not a Prime _Minister_ !\nOtherwise: Start a free trade union with the EU!
It’s a _Prime_ Minister, not a Prime _Minister_ !\nOtherwise: Start a free trade union with the EU!
Uses wordplay and sarcasm about the title 'Prime Minister,' then suggests EU trade union as a satirical alternative.
@demil3618
Mar 4, 2025
Uppercrust 🇮🇳 is a LIE😂
Uppercrust 🇮🇳 is a LIE😂
Uses emoji and dismissive tone to mock or satirize a claim about a business or brand.
Humor / Satire
0.78
dark4thwatch
Jan 27, 2026
Guy on the bike definitely talking about Somalians 😂
Guy on the bike definitely talking about Somalians 😂
Humorous observation identifying a specific ethnic group mentioned in the video with a laughing emoji, using light irony.
conxor9993
Jan 27, 2026
Immigration canada and Punjabi canada are conjoined twins. Differences one wears a safety hockey cloth headgear.
Immigration canada and Punjabi canada are conjoined twins. Differences one wears a safety hockey cloth headgear.
Uses sarcastic/ironic comparison between immigration policy and Punjabi identity with coded language.
DavidMuikia-l7w
Oct 3, 2025
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
Uses sarcastic tone ('bumbling buffoon') and dismissive humor to mock political figures and their anticipated behavior.
@APATHTC
Mar 4, 2025
Open up a turban factory there,you will make much money in Canaduh...
Open up a turban factory there,you will make much money in Canaduh...
Sarcastic suggestion using ethnic stereotype and mocking tone to comment on economic opportunity.
jeffreybodean7300
Mar 2, 2026
You go, Trudeau! Check him into the boards! Knock his cheeseburger teeth out all over the ice! We The People do not want this either! ❤ always from your friends in the USA. Sorry bout …
You go, Trudeau! Check him into the boards! Knock his cheeseburger teeth out all over the ice! We The People do not want this either! ❤ always from your friends in the USA. Sorry bout this...??
Uses sarcastic, exaggerated violent imagery as ironic commentary on political disagreement, with a tongue-in-cheek tone.
@clqudy4750
Mar 4, 2025
Which way did they go??? Legal handgun owners again!
Which way did they go??? Legal handgun owners again!
Uses sarcastic wordplay ('Which way did they go') to mock or satirize the immigration debate, possibly referencing a meme format.
Humor / Satire
0.78
robertmitchell2178
Feb 18, 2026
hahahaha, a.erican this is your karma, you will suffer for the next 4 yr ???
hahahaha, a.erican this is your karma, you will suffer for the next 4 yr ???
Uses sarcastic laughter and schadenfreude to mock Americans facing consequences, employing ironic commentary on political outcomes.
@onvoidtowardace8001
Mar 4, 2025
India! Fraud!!! What a surprise 😂
India! Fraud!!!
What a surprise 😂
Uses sarcasm and emoji to mock India and fraud, employing ironic commentary on the issue.
fasteddy-fd3kr
Sep 29, 2025
78million? Dollars. Send them on a plane and drop them off. Easy.
78million? Dollars. Send them on a plane and drop them off. Easy.
Sarcastically trivializes deportation logistics while implicitly calling for mass removal action.
KraftNONOAvailable
Dec 25, 2025
when a female Asian is complaining about their driving that speaks volumes 😂
when a female Asian is complaining about their driving that speaks volumes 😂
Stereotypical joke about Asian female drivers presented with humor/sarcasm.
cg401
Jan 27, 2026
Hahaha!! Thought you resigned!!! You can't best Trump!! Trump has lots of money coming in, he doesn't need to worry.!!
Hahaha!! Thought you resigned!!! You can't best Trump!! Trump has lots of money coming in, he doesn't need to worry.!!
Uses sarcasm and joking tone to mock Trump's wealth and political position, with ironic commentary on his financial security.
@eagerhotmailcom
Mar 4, 2025
When you piss Canadians, you know you really messed up.
When you piss Canadians, you know you really messed up.
Playful, idiomatic comment suggesting consequences for angering Canadians, using humor to assert national identity.
@oaba09
Mar 4, 2025
Somebody boo this man!
Somebody boo this man!
Brief sarcastic/ironic jab at Trump using 'boo' as both literal and figurative criticism.
@marcoflores8004
Mar 4, 2025
Let's just bring in more people
Let's just bring in more people
Sarcastic comment dismissing immigration policy as overly permissive.
Policy Critique
0.78
matthewbutler1452
Feb 18, 2026
Non tarrif solutions? Tf? Are you talking about military? Your stupid country will capture 3 pine trees in Montana and that will be your greatest military achievement of the whole war. Don't talk like that …
Non tarrif solutions? Tf? Are you talking about military? Your stupid country will capture 3 pine trees in Montana and that will be your greatest military achievement of the whole war. Don't talk like that to the U.S. you bonehead.
Uses sarcastic mockery and absurdist humor about military capability while expressing dismissive contempt.
@MakriaMicronation
Mar 4, 2025
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
Uses ironic humor and historical comparison to critique Western hypocrisy about immigration and colonialism.
aryavrat22
Oct 27, 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)