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
Go home to mommy .. MAGA??
Go home to mommy .. MAGA??
Uses dismissive, mocking language ('go home to mommy') combined with MAGA slogan as sarcastic political jab.
@dob-y3j
Mar 4, 2025
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
Uses playful contradiction (hating Canada while supporting it) and hockey rivalry as humorous framing while expressing genuine solidarity.
@MrBeardedBastard
Mar 4, 2025
the problem with Trump is he's like a big child along with his monkey Vance
the problem with Trump is he's like a big child along with his monkey Vance
Uses derisive humor and animal metaphors ('big child,' 'monkey') to mock Trump and Vance.
@mick12148
Mar 4, 2025
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Uses crude humor and stereotypes about immigrant behavior, combining sarcasm with ethnic stereotyping.
JoeInTheElement
Dec 1, 2025
"I came from India" No shit bro
"I came from India" No shit bro
Sarcastic dismissal of a video subject's statement about their origin, using ironic tone to mock or belittle.
wabalaba-r8o
Nov 25, 2025
Its easy, just don't go south or go deep south, mexico.
Its easy, just don't go south or go deep south, mexico.
Uses ironic/sarcastic suggestion about travel alternatives ('go deep south, mexico') as commentary on US policy.
Humor / Satire
0.80
deborhais
Dec 9, 2025
Just in time for Trump to make a complete fool of himself tonight when he gives his address to the US.
Just in time for Trump to make a complete fool of himself tonight when he gives his address to the US.
Sarcastic commentary mocking a political figure's anticipated poor performance.
@jamesaustin7845
Mar 4, 2025
Comrade Trumpski is bringing down the US
Comrade Trumpski is bringing down the US
Uses sarcastic nickname 'Comrade Trumpski' to mock Trump through ironic Cold War framing.
Humor / Satire
0.80
@NiklasAndersson7
Mar 4, 2025
at least the place has some culture now lol
at least the place has some culture now lol
Ironic commentary using 'lol' to sarcastically frame immigration as cultural improvement, employing humor to critique or comment on the situation.
Humor / Satire
0.80
philiprobinson2388
Nov 27, 2025
Most Canadians with a brain refuse to go to USA anyways... Hard pass!😂
Most Canadians with a brain refuse to go to USA anyways...
Hard pass!😂
Uses dismissive humor and emoji to mock Americans and express superiority, combining satire with identity framing.
Grannybigback
Dec 8, 2025
Trudeau, the northern whiner in chief!???
Trudeau, the northern whiner in chief!???
Uses sarcastic name-calling ('northern whiner in chief') with multiple question marks suggesting ironic mockery rather than serious critique.
Humor / Satire
0.80
@thomascarnes8700
Mar 4, 2025
"Tragedy"? Give us a break!
"Tragedy"? Give us a break!
Uses sarcastic dismissal ('Give us a break!') to mock the characterization of policy changes as tragic.
Humor / Satire
0.80
FrankCostanza-p8m
Nov 23, 2025
World: india, get your shit together India: " gorehabba "
World: india, get your shit together
India: " gorehabba "
Uses sarcastic commentary comparing India's governance to Canada's immigration policy in ironic tone.
kiteknight23
Jan 29, 2026
100 bucks on Donald Trump reacting childish to that “Dumb” comment and start acting like “who’s di*k is bigger”(like a child would do)
100 bucks on Donald Trump reacting childish to that “Dumb” comment and start acting like “who’s di*k is bigger”(like a child would do)
Uses sarcasm and mockery to predict Trump's childish reaction to criticism, employing humorous commentary.
Humor / Satire
0.80
@gustavoalonsoramosrubio2440
Mar 4, 2025
Notice how there's hardly any p@jeet p@jeeting here in the comments section 😂
Notice how there's hardly any p@jeet p@jeeting here in the comments section 😂
Uses coded language and emoji to make a sarcastic/joking observation about ethnic commentary patterns, employing satire.
engrfka
Jan 27, 2026
Lol had to go on TV huh? Not man enough to come to the WH?
Lol had to go on TV huh? Not man enough to come to the WH?
Sarcastic jab questioning Trudeau's masculinity and choice to appear on TV rather than in person, using ironic tone.
@chrisunderhill8853
Mar 4, 2025
CNN was dropped on their head when babies
CNN was dropped on their head when babies
Sarcastic insult about CNN using absurdist humor.
Humor / Satire
0.80
@CerrojoX
Mar 4, 2025
Just remember to Canadians they are the Geneva suggestions.
Just remember to Canadians they are the Geneva suggestions.
Sarcastic joke comparing international agreements to non-binding suggestions, implying Canada ignores rules.
Humor / Satire
0.80
@albertoblanco1256
Mar 4, 2025
Hey bro, you're making way too much sense, and using big words. Our president is an insane idiot. You need to speak insane idiot to be heard.
Hey bro, you're making way too much sense, and using big words. Our president is an insane idiot. You need to speak insane idiot to be heard.
Uses ironic humor to mock the president's intelligence while sarcastically suggesting the speaker should dumb down their message.
@dennisvradenburg3241
Mar 4, 2025
LMAO I THOUGHT TRUMP WAS SUPPOSE TO BE RESPECTED??? HES A FUCKING LAUGHING STOCK TO EVERYONE, ESPECIALLY PUTIN
LMAO I THOUGHT TRUMP WAS SUPPOSE TO BE RESPECTED??? HES A FUCKING LAUGHING STOCK TO EVERYONE, ESPECIALLY PUTIN
Uses sarcasm and crude humor to mock Trump's international standing and credibility, with comparative framing against Putin.
@christiannorman6432
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)