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
Is this Nafta #3? Didn't Drump agree to Nafta #2.Trudeau is soooo pretty. Dam!
Is this Nafta #3? Didn't Drump agree to Nafta #2.Trudeau is soooo pretty. Dam!
Uses sarcasm and irreverent humor (mocking Trump's name, commenting on Trudeau's appearance) to critique trade policy.
@Chicago48
Mar 4, 2025
Trudeau for President of the United States .\n Tuck Frump
Trudeau for President of the United States .\n Tuck Frump
Uses sarcasm and wordplay ('Tuck Frump') to mock Trump while jokingly proposing Trudeau as US president.
Humor / Satire
0.85
@AceBadguy72
Mar 4, 2025
Trump was never a smart guy... he just talks like a bully, that's all!!!!!!
Trump was never a smart guy... he just talks like a bully, that's all!!!!!!
Uses dismissive, sarcastic tone with excessive punctuation to mock Trump's intelligence and communication style.
Humor / Satire
0.85
@rakuraku8043
Mar 4, 2025
Have you thanked a liberal today?
Have you thanked a liberal today?
Sarcastic rhetorical question using irony to mock political opponents, typical of satirical commentary.
Humor / Satire
0.85
@TruongTranTT88
Feb 20, 2026
ahhhh, the french language....that is the way to The Donalds' vital organs!
ahhhh, the french language....that is the way to The Donalds' vital organs!
Uses dark humor and sarcasm about French language as a weapon against Trump.
Humor / Satire
0.85
@terricassin9919
Mar 4, 2025
It’s okay, you don’t have to like Indian food. Don’t follow the cope!
It’s okay, you don’t have to like Indian food. Don’t follow the cope!
Lighthearted, sarcastic comment dismissing concerns about cultural preferences as unnecessary anxiety.
Humor / Satire
0.85
dirtydingoringo3121
Jan 27, 2026
Gross, no wonder Alberta wants to join the US! 😂😂😂
Gross, no wonder Alberta wants to join the US! 😂😂😂
Uses sarcasm and emoji to mock the video's subject while making a separatist identity claim about Alberta.
EricMikuta
Jan 27, 2026
Hey Canada, wanna join the EU?
Hey Canada, wanna join the EU?
Joking suggestion comparing Canada to the EU, using sarcasm to comment on governance or policy.
@atropatene3596
Mar 4, 2025
With all the BS from the Trump administration, America doesn't need any extra fertilizer coming from abroad
With all the BS from the Trump administration, America doesn't need any extra fertilizer coming from abroad
Uses sarcastic wordplay ('fertilizer') to mock the Trump administration's credibility and diplomatic standing.
Humor / Satire
0.85
@sallybowles2781
Mar 4, 2025
He called the USA, “greatest country on earth” do me a favour 😭😭😭😭
He called the USA, “greatest country on earth” do me a favour 😭😭😭😭
Mocking response to someone calling USA the greatest country, using emojis to signal sarcasm and comparative critique.
mani28873
Jan 27, 2026
And now I get it why Lilly Singh immigrated to the US. 😂
And now I get it why Lilly Singh immigrated to the US. 😂
Sarcastic joke about a public figure's immigration choice, using humor and emoji to make a satirical point.
Humor / Satire
0.85
RahilPelichev
Jan 27, 2026
I am sorry, I had to pause it..when he started speaking the Donald, his word choice went down to a like 3rd grade level. Hahahah..he knows the guy so well.
I am sorry, I had to pause it..when he started speaking the Donald, his word choice went down to a like 3rd grade level. Hahahah..he knows the guy so well.
Mocking commentary about Trump's speech patterns and vocabulary, using humor to criticize his communication style.
Humor / Satire
0.85
@jonholland3617
Mar 4, 2025
Huh I thought this part footage was from India because the tuk tuk colour then I realised its Canada because they drive on the right side of the road 😂🙄 14:56
Huh I thought this part footage was from India because the tuk tuk colour then I realised its Canada because they drive on the right side of the road 😂🙄 14:56
Joking observation about mistaking Canadian footage for India based on vehicle type and road orientation, with emoji indicating comedic intent.
SinghAujla99z
Feb 21, 2026
17:38 This guy is totally pakistani 😂 (Aapne) word 😂 and his accent
17:38 This guy is totally pakistani 😂 (Aapne) word 😂 and his accent
Uses humor and linguistic observation (accent/word choice) to identify someone's nationality in a joking manner.
Humor / Satire
0.85
Meghawat_Arc
Mar 3, 2026
I am sory, but this is so funny :D I am sory americans... Tough times for you guys...
I am sory, but this is so funny :D I am sory americans... Tough times for you guys...
Uses humor and irony to comment on the situation, expressing sympathy for Americans while finding amusement in the conflict.
@kfeldmanis
Mar 4, 2025
this bike guy gonna get everyone from the uk watching arrested lol
this bike guy gonna get everyone from the uk watching arrested lol
The commenter is making a joking reference to a 'bike guy' and arrest, likely sarcastically commenting on video content.
WherezWalle
Jan 27, 2026
It's not racist if you hate everyone equally
It's not racist if you hate everyone equally
Sarcastic joke using ironic logic to mock accusations of racism, employing absurdist humor.
Humor / Satire
0.85
JamesTheDrummerToonk
Jan 27, 2026
Man on the bike is a man of the people 🤣
Man on the bike is a man of the people 🤣
Light-hearted, approving comment about someone in the video using casual language and emoji.
Humor / Satire
0.85
justinmcnaughton3016
Feb 20, 2026
Singh Hortoons
Singh Hortoons
Playful wordplay combining a surname with 'cartoons,' likely mocking or joking about the video's content or creator.
Humor / Satire
0.85
Im.Skinny
Jan 27, 2026
And the Order of Lenin goes to ........ President Trump.
And the Order of Lenin goes to ........ President Trump.
Uses ironic sarcasm by awarding Trump a Soviet honor, mocking his policies through absurdist comparison.
Humor / Satire
0.85
@jamiecooksey9037
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)