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’s in his Robert California era. You don’t even know his name.
He’s in his Robert California era. You don’t even know his name.
A sarcastic reference to a TV character, making a joke about the speaker's persona rather than engaging with substantive content.
@emilykirby9808
Mar 4, 2025
He's Governor of the 51st state not PM of Canuckville. Got that? Good.
He's Governor of the 51st state not PM of Canuckville. Got that? Good.
Sarcastic comment using humor to mock Canada's sovereignty and relationship with the US through the '51st state' trope.
@MillicentSquirrelHole
Mar 4, 2025
Great! Can we (USA) be your 11th province?
Great! Can we (USA) be your 11th province?
Joking proposal for USA to join Canada as a province, using comparative framing humorously.
@kaiserwiddywak
Mar 4, 2025
Poor little twinkie his country has no chance
Poor little twinkie his country has no chance
Sarcastic/mocking comment using derogatory language ('twinkie') in a joking manner about Canada's geopolitical position.
@bobbybrownbiz
Mar 4, 2025
Can we trade, with or without tariffs, Dictator Don and his weird V.P. Vance for your lovely Trudeau??? (PLEASE!)
Can we trade, with or without tariffs, Dictator Don and his weird V.P. Vance for your lovely Trudeau??? (PLEASE!)
Sarcastic joke proposing a trade between leaders, using ironic tone to critique US politics while comparing nations.
@ArlynFuqua
Mar 4, 2025
South Park’s right, I have no idea what he’s saying, all I hear is farts ?
South Park’s right, I have no idea what he’s saying, all I hear is farts ?
The commenter uses a South Park reference and fart joke to satirize someone's speech or communication style.
Humor / Satire
0.85
@Dissistheway
Mar 4, 2025
When Trump says he's a genius the echo comes back YOU ARE A IDIOT!!!! From the grinch ???
When Trump says he's a genius the echo comes back YOU ARE A IDIOT!!!! From the grinch ???
Sarcastic joke using echo metaphor and Grinch reference to mock Trump's self-assessment as a genius.
@realmusickproductionsinc2226
Mar 4, 2025
The results of Operation CurryBomb.
The results of Operation CurryBomb.
Appears to be sarcastic/joking reference using a made-up operation name to mock immigration discourse.
NorwayToday98
Jan 27, 2026
Thank you for saying canada is the greatest country on earth at the beginning. You can tell I'm canadian because I said thank you for this.
Thank you for saying canada is the greatest country on earth at the beginning. You can tell I'm canadian because I said thank you for this.
Uses self-deprecating humor about Canadian politeness while asserting Canadian identity through cultural stereotype.
2ezpmblack
Feb 15, 2026
Instead of California seceding, maybe it should become part of Canada.
Instead of California seceding, maybe it should become part of Canada.
Satirical suggestion that California should join Canada, using absurdist humor to comment on US-Canada relations.
@jaymatthews64
Mar 4, 2025
Dumb Trump!
Dumb Trump!
Brief insult presented as crude humor/name-calling directed at Trump without substantive argument.
Humor / Satire
0.85
@DBillionaireMinds
Mar 4, 2025
I guess maple syrup isnt going to be popular anymore
I guess maple syrup isnt going to be popular anymore
Uses ironic/sarcastic commentary about cultural symbols losing popularity due to demographic change.
Humor / Satire
0.85
EBla-m4l
Nov 9, 2025
Harsh language from Trudeau? Are you kidding us? \nHave you heard the mouth on the elected Idiot In Chief?
Harsh language from Trudeau? Are you kidding us? \nHave you heard the mouth on the elected Idiot In Chief?
Uses sarcastic rhetorical question and dismissive language about the PM's speech, employing irony to critique his communication style.
@doritkoppelable
Mar 4, 2025
The USA should become Canada’s 11th province—by the people’s own free will! What a sharp and articulate President! That would be a total upgrade from Trump. ?
The USA should become Canada’s 11th province—by the people’s own free will! What a sharp and articulate President! That would be a total upgrade from Trump. ?
Employs ironic satire proposing US annexation to Canada while praising Canadian leadership as superior to Trump.
@ZeeZeeCat
Mar 4, 2025
Dam so I’m not getting cheap syrup?
Dam so I’m not getting cheap syrup?
Makes a joking comment about trade tariffs affecting maple syrup prices, using humor to reference economic consequences.
@yeimarsoto3196
Mar 4, 2025
Trudeau is living proof that you don’t have to be a spray tan orange Oompa Loompa to run a country!
Trudeau is living proof that you don’t have to be a spray tan orange Oompa Loompa to run a country!
Uses sarcastic humor comparing Trudeau favorably to Trump through physical appearance mockery.
@Mumboflumbo
Mar 4, 2025
But keep bringing more refugees! That should help the housing crisis and the economy 😂
But keep bringing more refugees! That should help the housing crisis and the economy 😂
Sarcastic comment using emoji to mock the idea that immigration helps housing and economy, combining ironic humor with underlying anxiety about economic impact.
user-th7lu4tf9d
Jan 19, 2026
No way 😂😂😂😂 who saw this coming for 1 million miles away
No way 😂😂😂😂 who saw this coming for 1 million miles away
Sarcastic comment with repeated laughing emojis mocking the predictability of negative immigration outcomes, using irony to critique policy.
Humor / Satire
0.85
gabe-y2l
Jan 19, 2026
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Sarcastic comment with laughing emoji dismissing immigration lawyers' advocacy as self-interested, using ironic prediction.
Humor / Satire
0.85
zomgoose
Jan 20, 2026
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
Sarcastic joke about a security screening button being ineffective, with a stereotyping reference to India.
ericlucci2829
Nov 20, 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)