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
TRUMP: it’s big big big!
TRUMP: it’s big big big!
Mocking reference to Trump's speech patterns, likely satirical commentary on political rhetoric.
@ComedyKraze1
Mar 5, 2025
putin and xi eating popcorn clapping their hands while watching trump wrecking the alliance ..US voted a clown 'now watched your circus
putin and xi eating popcorn clapping their hands while watching trump wrecking the alliance ..US voted a clown 'now watched your circus
Uses satirical imagery and sarcasm to critique US leadership and geopolitical consequences, comparing nations.
@jezzeldelapena9603
Mar 4, 2025
Well there go my pancakes.
Well there go my pancakes.
Makes a lighthearted joke about tariff impacts on consumer goods (pancakes) with ironic tone.
@BirdManUnlimitedLove
Mar 4, 2025
Europe stands with Canada. We will make US a Canadian state if we have to.
Europe stands with Canada. We will make US a Canadian state if we have to.
Humorous/satirical expression of European solidarity with Canada, using absurdist threat of annexing the US as a joke.
@USAoutofEurope
Mar 5, 2025
Well done Trudeau. Congrats on being our leader. You’ve nailed it on the head as to why Trump is doing this.
Well done Trudeau. Congrats on being our leader. You’ve nailed it on the head as to why Trump is doing this.
Sarcastic congratulations to Trudeau, ironically praising him while implying criticism through backhanded compliment.
@DorothyKennedy-i1z
Mar 4, 2025
The White House is now a lunatic asylum
The White House is now a lunatic asylum
Uses hyperbolic metaphor ('lunatic asylum') in a sarcastic, dismissive tone rather than making a literal claim.
Humor / Satire
0.75
@zyltch1
Mar 4, 2025
We call it Singh Hortants 3:44
We call it Singh Hortants 3:44
Sarcastic/joking reference to a location name with ethnic connotations, using wordplay and a timestamp.
Humor / Satire
0.75
Berta_5.sl0w
Jan 28, 2026
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Sarcastically suggests Canada cut electricity to the U.S. as retaliation, using hyperbolic humor to critique American policy.
@JoeL-zx2tl
Mar 4, 2025
Don't worry, get rapture ready!
Don't worry, get rapture ready!
Cryptic religious reference presented as a joke or sarcastic commentary on the video topic.
Humor / Satire
0.75
1canbuttercup1599
Jan 29, 2026
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Uses sarcasm and humor to critique Canada's claim to being the greatest country, comparing it unfavorably to others.
stonedwhitethesevendopedwa8640
Jan 28, 2026
😂😂😂😂 I love all humans.. but can we please close Americas boarders.. please
😂😂😂😂 I love all humans.. but can we please close Americas boarders.. please
Opens with laughter emojis and expresses contradictory sentiment (love humans but close borders) in a tongue-in-cheek manner.
ColdSunshineHotShade
Jan 29, 2026
Trudeau spoke directly yo Trump, 'you are dumb' ! As POTUS, you are just a dumb President.
Trudeau spoke directly yo Trump, 'you are dumb' ! As POTUS, you are just a dumb President.
Uses sarcastic, exaggerated language to mock Trump's intelligence in a comedic manner.
Mar 4, 2025
But eh I’m going to hit Canada with a 25% carbon tax in a month.
But eh I’m going to hit Canada with a 25% carbon tax in a month.
Sarcastic threat about imposing a carbon tax in response to Trump's tariff threat, using ironic tone.
Humor / Satire
0.75
@danielwebber9255
Mar 4, 2025
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Makes a joking reference to a specific person's legal troubles using casual sarcasm and emoji.
MrCareNot
Jan 28, 2026
Who's stupid enough to go across the border dam
Who's stupid enough to go across the border dam
The comment uses sarcastic/rhetorical language ('Who's stupid enough') to mock border crossing, likely satirizing immigration discourse.
Humor / Satire
0.75
jkbca
Jan 28, 2026
I just noticed something about Mexican, MexiCanada.
I just noticed something about Mexican, MexiCanada.
A playful wordplay observation combining 'Mexican' with 'Canada' (MexiCanada), presented as a lighthearted joke.
Humor / Satire
0.75
@keirboyko
Mar 4, 2025
One specific american Donald ??? I liked that brilliant
One specific american Donald ??? I liked that brilliant
Appreciative comment about a specific rhetorical moment, likely praising a pointed reference with ironic or witty undertones.
Humor / Satire
0.75
@steffylvmk89
Mar 5, 2025
Trump would eat black face Trudeau for breakfast
Trump would eat black face Trudeau for breakfast
Uses hyperbolic, sarcastic framing comparing political figures in a dismissive, joking manner.
@BrutisGuy-w5g
Mar 5, 2025
Cute talk, just pay the tariffs eh
Cute talk, just pay the tariffs eh
Dismissive sarcasm about tariff policy using casual tone ('Cute talk, eh') with implied criticism.
@LeppyGizmoRIP
Mar 5, 2025
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Appears to be joking/satirical commentary with nonsensical phrases and laughter about international students, though meaning is unclear.
Humor / Satire
0.75
minetdbrogs9386
May 3, 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)