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
I could be in a toxic relationship with this man. ???
I could be in a toxic relationship with this man. ???
Uses ironic metaphor comparing Trump to a toxic romantic partner, employing sarcasm to critique his behavior.
Humor / Satire
0.82
@dorothyhogge6563
Mar 4, 2025
I’m as racist as the next guy. 😂
I’m as racist as the next guy. 😂
Self-deprecating joke using emoji to signal ironic commentary about racism rather than sincere endorsement.
WHAMaTRON
Jan 27, 2026
The racist m*therfucker strikes again 😂
The racist m*therfucker strikes again 😂
Commenter uses sarcastic emoji and name-calling to mock someone as racist, employing ironic tone rather than serious argument.
Mr_unknown-v1w
Jan 29, 2026
LOL compare this to a Trump Speech .... one comes across as a Statesman , the other a bad Vegas lounge act...
LOL compare this to a Trump Speech .... one comes across as a Statesman , the other a bad Vegas lounge act...
Uses sarcastic comparison between Trudeau's statesmanship and Trump's theatrical style as comedic critique.
@InfusionFotoMpls
Mar 4, 2025
Who's letting the governor of the 51st state talk
Who's letting the governor of the 51st state talk
Uses sarcastic framing of Canada as the '51st state' to mock Canadian-American relations and sovereignty.
@skyjogger3256
Mar 4, 2025
USA bet you wish you were still a part of GB and therefore a Constitutional Monarchy instead of a dead democracy hahahahahahahahahahahahahahha
USA bet you wish you were still a part of GB and therefore a Constitutional Monarchy instead of a dead democracy hahahahahahahahahahahahahahha
Uses sarcastic humor and laughter to mock US political system while comparing to British constitutional monarchy.
@TurnedByStuart
Mar 4, 2025
Lol they are a joke
Lol they are a joke
Brief dismissive joke characterizing something as laughable or absurd.
Humor / Satire
0.82
@MatthewKellogg-vn2nh
Mar 4, 2025
JUSTIN TRUDEAU WENT ROGUE, BEST SPEECH HES EVER GIVEN, WHAT A LEGEND LOL RAMBO
JUSTIN TRUDEAU WENT ROGUE, BEST SPEECH HES EVER GIVEN, WHAT A LEGEND LOL RAMBO
Uses ironic praise and 'RAMBO' reference to sarcastically comment on Trudeau's speech, with comedic exaggeration.
@traplord4419
Mar 4, 2025
"we are making food, this one is food, this one is also food" brilliant
"we are making food, this one is food, this one is also food" brilliant
Quotes what appears to be a humorous or sarcastic video segment, using irony to comment on the content.
Humor / Satire
0.82
ehoc5248
Nov 13, 2025
I think you should rebudget all that border money and build a wall- to keep us out. Then turn off the power a couple hours a day. They’ll get the pictures.
I think you should rebudget all that border money and build a wall- to keep us out. Then turn off the power a couple hours a day. They’ll get the pictures.
Sarcastically suggests building a wall and cutting power as deterrents, using ironic commentary on border security.
@tabithabrewsterotoole6946
Mar 4, 2025
Enjoy multiculturalism 😂😂🎉
Enjoy multiculturalism 😂😂🎉
Uses sarcastic emojis to mock multiculturalism, employing ironic commentary on immigration.
aleics25
Jan 28, 2026
In bc we call ot Canindia now
In bc we call ot Canindia now
Playful portmanteau ('Canindia') mocking demographic change in British Columbia through wordplay and ironic commentary.
NSRYoungDof
Feb 11, 2026
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
Comment uses humor and emoji to correct a stereotype while referencing the video's featured person, blending comedic correction with meta-commentary.
Cybertron_TM
Jan 28, 2026
Haha good luck fighting against us u twerp
Haha good luck fighting against us u twerp
Dismissive joke/taunt using sarcasm ('good luck fighting against us u twerp'), not substantive engagement.
Humor / Satire
0.82
@jeffjeff-xv7up
Mar 4, 2025
Trump Derrangement Syndrome
Trump Derrangement Syndrome
Dismissive phrase using a political slur/meme to mock opponents, employing sarcasm and identity-based framing.
@fgang781
Mar 4, 2025
Y'all are dorks watch how Trump helps out US
Y'all are dorks watch how Trump helps out US
Dismissive mockery ('dorks') combined with sarcastic prediction about Trump's benefits, primarily comedic in intent.
@duckfartnation7388
Mar 4, 2025
Canada will be our 51 st state !!!!!
Canada will be our 51 st state !!!!!
Uses hyperbolic satire about Canadian annexation, likely mocking US expansionism or Canadian sovereignty concerns.
@hector8267
Mar 4, 2025
Oh noes two capitalists are arguing over capitalism whatever will we dooooooo\n\nNo but seriously this is awesome if you are pro human... Hopefully this is the end of oligarchy?
Oh noes two capitalists are arguing over capitalism whatever will we dooooooo\n\nNo but seriously this is awesome if you are pro human... Hopefully this is the end of oligarchy?
Opens with sarcastic commentary about capitalist debate, then shifts to hopeful moral framing about ending oligarchy with ironic tone.
@CrazyJ187
Mar 5, 2025
Trump the king of shooting himself in the feet.
Trump the king of shooting himself in the feet.
Uses idiomatic sarcasm to mock Trump's political decisions and competence.
lambo2655
Dec 8, 2025
Only 18k deported??? 😂 Canada is really really bad at deportations! It should be atleast 1 million!
Only 18k deported??? 😂 Canada is really really bad at deportations! It should be atleast 1 million!
Uses sarcasm and exaggeration (emoji, hyperbolic deportation target) to mock Canada's deportation enforcement.
brutos17
Dec 25, 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)