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
Have you seen how they cook they food in India 😝 😝
Have you seen how they cook they food in India 😝 😝
Makes a joking comment about Indian food preparation with playful emojis, using cultural stereotyping for comedic effect.
Humor / Satire
0.82
fbafreedmenwolfpac
Jan 28, 2026
So many Indians the other Indians are being racist against the new Indians hahaha
So many Indians the other Indians are being racist against the new Indians hahaha
Uses ironic humor about internal ethnic group dynamics, marked by 'hahaha' indicating comedic intent.
Humor / Satire
0.82
MorleyMason
Jan 27, 2026
Well done Donald!!! You have been in office for less than a trimester and already have more enemies than North Korea. What a great president!!
Well done Donald!!! You have been in office for less than a trimester and already have more enemies than North Korea. What a great president!!
Sarcastic critique of Trump's presidency using ironic praise ('great president') to highlight negative consequences and poor leadership.
@mannyme2986
Mar 4, 2025
Don’t that bike being so racist 😂
Don’t that bike being so racist 😂
Uses joking tone with emoji to make a humorous observation about an object or person in the video.
Humor / Satire
0.82
builderminky
Jan 27, 2026
After a speech like this, he will need to do at least a 20 min Sorry and Thank you in the Oval office for Trump to forgive him.
After a speech like this, he will need to do at least a 20 min Sorry and Thank you in the Oval office for Trump to forgive him.
Sarcastic joke about Trudeau needing to apologize to Trump, using ironic commentary on political dynamics.
Humor / Satire
0.82
@jeremyprice5323
Mar 4, 2025
They are not americans.....got it now
They are not americans.....got it now
Uses ironic or sarcastic commentary to make a point about national identity or distinction.
Humor / Satire
0.82
Mayah_gacha
Sep 8, 2025
Level-headed, measured, amicable, educated, a real leader and statesman. Talking to an orange baffoon. I only disgree with Trudeau in one thing. Trump does dumb things cause he is actually dumb. And seeing that he …
Level-headed, measured, amicable, educated, a real leader and statesman. Talking to an orange baffoon. I only disgree with Trudeau in one thing. Trump does dumb things cause he is actually dumb. And seeing that he is insulting people and allies left and right I personally would love for other leaders inventing fitting names for him paying him back in kind. Someone came up with Mango Mussolini, I had until now favored Orange Utan, but the Mango version is appealing. And lets face it, Trump's cabinet of circus freaks also literally begs to be ridiculed.
Uses sarcasm and creative insults ('Mango Mussolini', 'Orange Utan') to mock Trump and his cabinet, employing ironic commentary throughout.
@musashimiyamoto586
Mar 4, 2025
Canada wanting to become the 51st state: ❌❌❌ Canada wanting to become Indian province: ✅✅✅
Canada wanting to become the 51st state: ❌❌❌
Canada wanting to become Indian province: ✅✅✅
Uses sarcastic checkmark/X format to mock Canada's immigration trajectory through ironic comparison, employing satire to critique demographic change.
CrimsonXYR
Jan 27, 2026
lol, that girly dude doesn’t scare anyone. So does Canada
lol, that girly dude doesn’t scare anyone. So does Canada
Uses dismissive mockery ('girly dude') and sarcasm to belittle both leaders and their countries.
@Dreidcs2
Mar 4, 2025
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
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
Uses sarcasm and joking tone ('dinosaur,' 'Big kisses from France') to mock age-related policy concerns while critiquing leadership.
@jerometeyssier3171
Mar 4, 2025
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
Uses ironic humor and emoji to suggest that even Indians acknowledge there are too many Indians in Canada, implying demographic saturation.
Humor / Satire
0.82
2MDRecords
Jan 27, 2026
Lol middle class tax. What about corporate and wealth tax?
Lol middle class tax. What about corporate and wealth tax?
Uses sarcasm ('Lol') to critique tax policy while raising economic concerns about wealth inequality.
THEIronWolf38
Jan 15, 2026
Myself a humble, quiet, soft spoken overly apologetic Canadian from Alberta will explain to the Orange clown loving Americans what just happened. (just in case the sudden politeness/professionalism was a cerebral barrier) ..My boss gave …
Myself a humble, quiet, soft spoken overly apologetic Canadian from Alberta will explain to the Orange clown loving Americans what just happened. (just in case the sudden politeness/professionalism was a cerebral barrier) ..My boss gave your boss the middle finger and had a talkie talk to him like you would a child or someone with severe mental disabilities... and, btw.... Canada welcomes Maine, Washington state and Oregon as our new provinces if they want or need to defect. No questions or security check involved.. all good ..we get it! come on up! Free Tim Horton's coffee on me!!
Uses ironic self-deprecation about Canadian politeness, mocking comparison of Trump to a child, and satirical offer of US states as provinces with free coffee.
@jhrevelator
Mar 4, 2025
Canada Pooperpower till 2030
Canada Pooperpower till 2030
Uses sarcastic wordplay ('Pooperpower') to mock Canada's status and immigration policies.
1stSand
Jan 27, 2026
Everyday it passes the world's love for America grows rises... NOT!
Everyday it passes the world's love for America grows rises... NOT!
Sarcastic commentary using ironic reversal ('NOT!') to critique America's global standing.
@luchohuaquique6137
Mar 4, 2025
You know that place be stankin
You know that place be stankin
Casual, colloquial jab using slang humor to make a derogatory comment about a place.
Humor / Satire
0.82
justmadethisyesterday
Jan 27, 2026
TYLER COOKING INDIA AGAIN.🤣🤣🤣
TYLER COOKING INDIA AGAIN.🤣🤣🤣
Mocking comment about the video creator repeatedly covering India-related topics, using laughter emojis for comedic effect.
luxury96
Jan 27, 2026
Canada, can you just invade us and save us from Donald Trump?
Canada, can you just invade us and save us from Donald Trump?
Uses ironic/joking tone suggesting Canada invade the US to save it from Trump, mixing satire with underlying anxiety.
@PoeticProphetic
Mar 4, 2025
Trudeau did lie in his speech, he called Donald smart.
Trudeau did lie in his speech, he called Donald smart.
Uses ironic humor by claiming Trudeau lied by calling Trump 'smart,' implying the opposite through sarcasm.
Humor / Satire
0.82
@dolemites_chain
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)