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
Meanwhile native canadians having generational flashbacks listening🙈😅
Meanwhile native canadians having generational flashbacks listening🙈😅
Uses ironic humor to reference Indigenous peoples' historical displacement, sarcastically commenting on the irony of immigration debates.
antonykotturan7802
Oct 5, 2025
When's the concept of a plan forward to make my grocery prices cheaper. Ohwait, there never was even a concept of a plan from comb over Caligula.
When's the concept of a plan forward to make my grocery prices cheaper. Ohwait, there never was even a concept of a plan from comb over Caligula.
Uses sarcasm and insulting wordplay ('comb over Caligula') to mock the government's lack of economic policy solutions.
@CaveatDraco
Mar 4, 2025
Trump always wins. How many times will Trump embarrass Trudeau before Trudeau learns? It is entertaining though. ?
Trump always wins. How many times will Trump embarrass Trudeau before Trudeau learns? It is entertaining though. ?
Sarcastic commentary on Trump's perceived dominance over Trudeau, presented as entertainment.
@beansmcdonough1782
Mar 4, 2025
Dang it’s like trying to befriend the gay friend to get closer to the hot chick
Dang it’s like trying to befriend the gay friend to get closer to the hot chick
Uses an analogy/joke format to comment on social dynamics, employing sarcasm rather than direct policy discussion.
Humor / Satire
0.81
juswolf22
Feb 7, 2026
Whats the greatest country on earth? Greenland?
Whats the greatest country on earth? Greenland?
Sarcastic rhetorical question comparing Canada to Greenland, implying Canada is not the greatest country.
zanethepain8915
Jan 28, 2026
we call it bramladesh
we call it bramladesh
Derisive nickname for Brampton combining 'Bram' with 'Bangladesh,' using satire to critique demographic change.
smileographer
Jan 27, 2026
It's hilarious that so many people think speech means anything.. \nOh, did you write Trump a nasty letter? Oh no whatever will Trump do? \nIt sucks being a Democrat these days. (To be clear, I …
It's hilarious that so many people think speech means anything.. \nOh, did you write Trump a nasty letter? Oh no whatever will Trump do? \nIt sucks being a Democrat these days. (To be clear, I am a Democrat who is very disappointed with Democrats who do nothing and think that talking is going to do anything)
Sarcastic commentary on ineffectiveness of political speech and Democratic inaction, using ironic tone throughout.
@hendricksausges3006
Mar 4, 2025
Trump won't be mad. Trudeau is in a suit!
Trump won't be mad. Trudeau is in a suit!
Sarcastic joke about Trudeau's formal appearance as reason Trump won't be angry, using ironic commentary.
Humor / Satire
0.81
@dolcevita8996
Mar 4, 2025
Imagine starting a trade war with such a calm country ?
Imagine starting a trade war with such a calm country ?
Uses ironic commentary ('Imagine...') to mock the US for initiating conflict with a peaceful nation, employing sarcasm as primary rhetorical device.
@szlpharmacology1330
Mar 4, 2025
The United States should become Canada's 11th Province.
The United States should become Canada's 11th Province.
Uses absurdist humor to comment on US-Canada relations by proposing political integration as a joke.
@chrissmyth2402
Mar 4, 2025
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Uses humor to unite people across racial and cultural lines around shared criticism of Brampton drivers, promoting inclusive solidarity through comedy.
zenexcellence
Jan 29, 2026
I hope Mr. Trudeau is not offended when I say he reminds me a bit of Ryan F9. I mean it as a compliment, by the way.
I hope Mr. Trudeau is not offended when I say he reminds me a bit of Ryan F9. I mean it as a compliment, by the way.
Commenter makes a playful comparison between Trudeau and a YouTuber (Ryan F9), using ironic framing ('I mean it as a compliment').
Humor / Satire
0.81
@randalbladel2817
Mar 4, 2025
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
Sarcastic observation about workplace demographics paired with approval of a previous commenter's identity-based stance, using humor to signal agreement.
J-JHandyman-Deliveries.
Jan 27, 2026
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
Uses joking tone and emoji to mock political figure while expressing partisan support.
@elainehazen7856
Mar 4, 2025
Golden age? Lol, in this current system?
Golden age? Lol, in this current system?
Sarcastic dismissal of the 'golden age' concept using 'Lol' to mock the claim ironically.
Humor / Satire
0.80
@marialam6343
Mar 4, 2025
Trudeau for next president of the United States.
Trudeau for next president of the United States.
Satirical suggestion that Trudeau become US president, mocking both him and cross-border politics.
@MrArturhM
Mar 4, 2025
Maybe The US should become Canada's second state
Maybe The US should become Canada's second state
Satirical reversal suggesting US become Canada's state, using ironic humor to critique American politics.
@TheWorldDivided
Mar 4, 2025
Man gets elected in murica and decides to implode the whole world\n\n\nMeanwhile China and Russia: Popcorn
Man gets elected in murica and decides to implode the whole world\n\n\nMeanwhile China and Russia: Popcorn
Uses ironic, sarcastic commentary comparing geopolitical actors with a humorous tone about global instability.
@sambitbasu6261
Mar 4, 2025
Keep voting Liberal, eh!
Keep voting Liberal, eh!
Sarcastic jab at Liberal voters using ironic tone and stereotypical Canadian phrase 'eh'.
Humor / Satire
0.80
Oo27254
Jan 20, 2026
??Turdo calling Trump a dictator ??
??Turdo calling Trump a dictator ??
Uses sarcasm and ironic questioning (double question marks) to mock a political leader's characterization of another leader.
@Mark-zz9rt
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)