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'm surprised he could find that many white people in Brampton.
I'm surprised he could find that many white people in Brampton.
Sarcastic comment about racial demographics in Brampton using ironic surprise.
joerocket1977
Feb 12, 2026
Bruh we got autos(tuktuk) in canada...🔥,daym development
Bruh we got autos(tuktuk) in canada...🔥,daym development
Playful, informal comment using slang and emojis to make a lighthearted observation about cultural/economic development.
Humor / Satire
0.75
y3x7ooo
Jan 27, 2026
Does this mean I might get a job at Tim Hortons
Does this mean I might get a job at Tim Hortons
Sarcastic comment about job availability using humor to critique immigration policy's economic impact.
thanksgreenfield7365
Jan 16, 2026
Dr.crane from batman has spoken
Dr.crane from batman has spoken
Makes a pop culture reference (Batman villain) as satirical commentary on a speaker's appearance or demeanor.
@robertagren9360
Mar 4, 2025
This is a joke lol Just stop letting fentanyl into the USA. Stop forcing endless wars overseas when peace can be negotiated. We can drop maple syrup and avocados. Industry is already returning to the …
This is a joke lol Just stop letting fentanyl into the USA. Stop forcing endless wars overseas when peace can be negotiated. We can drop maple syrup and avocados. Industry is already returning to the USA in a big way. In a year or so we will be doing better than ever. Let's see how it works out for you.
Opens with 'This is a joke lol' and uses sarcasm throughout while critiquing US policy and predicting economic recovery.
@jordanturner7821
Mar 4, 2025
As a Alien i admire his plan
As a Alien i admire his plan
Self-identification as 'Alien' is likely ironic/humorous commentary on being an outsider admiring the speaker's position.
@rahulbcp
Mar 4, 2025
Drake Indian not black ... Indians think they're blacks 😂
Drake Indian not black ... Indians think they're blacks 😂
Uses joking tone and emoji to make a dismissive comment about ethnic/racial identity categories, blending satire with identity-based framing.
Live2die555
Jan 27, 2026
So your saying we need to mass bomb Brampton? Roger that!
So your saying we need to mass bomb Brampton? Roger that!
Sarcastic/ironic comment using dark humor to mock demographic anxiety about a specific Canadian city.
bigdogcontracting7429
Feb 10, 2026
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first …
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first presidency, and whenever they met after the presidency any type of meetings and forums.\n\nAlso, Justin is much younger than Trump; he is goodlooking, he is rich...not nouveau riche like Trump; he came from class, not like Trump who is 'jumped up'; and most of all he has hair, glorious hair.\nJump is jealous. That is why he's alway trying to belittle Justin.\n\nToo bad for Trump?
Uses sarcastic, absurdist reasoning (Trump jealous over Trudeau's hair and attractiveness) to mock Trump, blending satirical commentary with identity-based framing.
@marilynottley-lorant7923
Mar 4, 2025
The big orange with his art of the deal ,genius !
The big orange with his art of the deal ,genius !
Sarcastic reference to Trump's 'art of the deal' framing him as a genius, likely mocking his approach to trade/immigration policy.
@APW-ry2ok
Mar 4, 2025
Shock shock shock.............................................
Shock shock shock.............................................
Uses repetition and ellipsis sarcastically to mock or express ironic resignation about predictable negative outcomes.
Humor / Satire
0.75
kevinchan2491
Jan 27, 2026
Watch out she'll pull your hair ?
Watch out she'll pull your hair ?
A joking, sarcastic comment making a physical jest about the person in the video.
Humor / Satire
0.75
@HWilliams-c8e
Mar 4, 2025
Damn CNN is sucking Trump's toes too.
Damn CNN is sucking Trump's toes too.
Uses sarcastic/crude humor to criticize CNN's coverage and perceived bias toward Trump.
@malstream1309
Mar 4, 2025
If youre from india they need too make a nww law: you so much as even scratch someones car because going even one mile over limit, ypu either loose your drivers license OR keep it …
If youre from india they need too make a nww law: you so much as even scratch someones car because going even one mile over limit, ypu either loose your drivers license OR keep it and get depeted back too "motherland"😂😂
Uses exaggerated, sarcastic tone with emojis to mock Indian drivers through a satirical policy proposal, though with underlying stereotyping.
bradtretheway9478
Jan 29, 2026
yes🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣😂
yes🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣😂
Laughing emojis suggest agreement or amusement with video content, likely reacting humorously to something shown.
Humor / Satire
0.75
yuperr557
Jan 27, 2026
Trump is so child like, I truly think he is jealous of this guy's looks and decorum....
Trump is so child like, I truly think he is jealous of this guy's looks and decorum....
Uses sarcasm and mockery to criticize Trump, suggesting his actions stem from jealousy rather than policy reasoning.
Humor / Satire
0.75
@trevorregay9283
Mar 4, 2025
Even Canadians hate the blacks 😂
Even Canadians hate the blacks 😂
Uses sarcasm and humor to make a provocative statement about racial attitudes, though the intent is ambiguous.
Kill_Switch_Games
Jan 27, 2026
Now next time ask Red Indians how they feel about America 😂😂
Now next time ask Red Indians how they feel about America 😂😂
Sarcastic suggestion to ask Indigenous peoples about America, using humor to critique the video's framing.
DanteDMC21
Feb 10, 2026
You foreign accent was hilarious. You sounded like scared kid . By the way every white person is a model citizen.
You foreign accent was hilarious. You sounded like scared kid . By the way every white person is a model citizen.
Mocking the speaker's accent with sarcastic generalization about white people; uses irony to critique racial stereotyping.
JavedShah-r4l
Jan 27, 2026
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
Uses ironic observation and emoji to satirize the perceived overrepresentation of Indians in online spaces versus 'actual Canadians.'
Shia-pakistani
Feb 12, 2026
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)