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
Canada patch notes
Canada patch notes
Uses gaming terminology ('patch notes') as ironic commentary on policy changes, employing sarcasm.
Humor / Satire
0.85
fence03
Jan 11, 2026
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Uses sarcastic framing ('said no one ever') to mock government assistance policies.
curtissears8878
Jan 11, 2026
Tyler swift is calling you Justin!! Lol!! Why can’t we all just get along!!
Tyler swift is calling you Justin!! Lol!! Why can’t we all just get along!!
Uses joking reference to Taylor Swift and ironic plea for unity as satirical commentary.
Humor / Satire
0.85
@suehoffman5105
Mar 4, 2025
This is the part where they play the Match Game clip....'Dumb Donald is Reeeeaaally Dumb!'...<Next Line Please>
This is the part where they play the Match Game clip....'Dumb Donald is Reeeeaaally Dumb!'...<Next Line Please>
Satirical reference to a game show format mocking Trump through comedic wordplay and ironic framing.
Humor / Satire
0.85
@-Ready-Player-One-
Mar 4, 2025
that guy on the bike though 😆😆😆
that guy on the bike though 😆😆😆
Uses laughing emojis to react humorously to a specific moment in the video, indicating comedic observation.
Humor / Satire
0.85
robynchesser2946
Jan 27, 2026
12:04 DO NOT REDEEM VIBES HERE 😂
12:04 DO NOT REDEEM VIBES HERE 😂
Uses gaming/meme reference ('DO NOT REDEEM VIBES') with emoji to make a joking comment about a specific video timestamp.
Humor / Satire
0.85
kOoSyak
Jan 27, 2026
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
Sarcastic, absurdist commentary mocking immigration policy through exaggerated hypotheticals presented as dark satire.
JeePs_media_LIVE
Jan 5, 2026
Everyone talking about the guy on the bike. Bro trafficked himself!!
Everyone talking about the guy on the bike. Bro trafficked himself!!
The comment uses sarcasm and dark humor to mock someone's self-sufficiency in illegal immigration, playing on the phrase 'trafficked himself.'
Humor / Satire
0.85
jaclynroth1440
Jan 27, 2026
lol this is why I don’t complain when they get my Timmie’s order wrong.
lol this is why I don’t complain when they get my Timmie’s order wrong.
Uses self-deprecating humor about immigrant service workers to express empathy and normalize minor mistakes.
user-vl8iw1666
Feb 18, 2026
I thought they all moved to Australia 🦘
I thought they all moved to Australia 🦘
A joking comment using an emoji to make a lighthearted jab about immigration patterns.
Humor / Satire
0.85
msdemeanour
Jan 28, 2026
I'm waiting for trump to come out and say Trudeau started the invasion of Ukraine.
I'm waiting for trump to come out and say Trudeau started the invasion of Ukraine.
Sarcastically anticipates Trump making an absurd false claim about Trudeau and Ukraine.
Humor / Satire
0.85
@user-tm5cu1ir1c
Mar 4, 2025
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Uses sarcastic historical comparison and emoji to mock the video's framing by pointing out past misdeeds of Anglo nations.
MrKrabs-du7ss
Jan 27, 2026
Heard the government say they are “new canadians” 🤣
Heard the government say they are “new canadians” 🤣
Uses sarcastic laughter emoji to mock the government's terminology of 'new Canadians' in an ironic way.
Humor / Satire
0.85
Cboystvfanpage090
Feb 19, 2026
What a joke 🤣🤣🤣🤣
What a joke 🤣🤣🤣🤣
Dismissive laughter with emojis critiquing video content or policy discussed, using humor to express disapproval.
Humor / Satire
0.85
BrandonPerry-u5b
Jan 6, 2026
trumpo is loco in la cabeza
trumpo is loco in la cabeza
Brief dismissive joke about Trump using Spanish slang, employing sarcasm and mockery.
Humor / Satire
0.85
@carloswong5495
Mar 4, 2025
4:45 lol those clips completely contradict eachother, kinda funny.
4:45 lol those clips completely contradict eachother, kinda funny.
The commenter is making a joke about contradictory video clips, using humor to critique the video's internal consistency.
TheGamerRedline
Mar 1, 2026
What? When did they figure this out? I'm shocked what?. Lol
What? When did they figure this out? I'm shocked what?. Lol
Sarcastic expression of mock surprise using 'Lol' to convey ironic commentary on the video's revelations.
Humor / Satire
0.85
Paul-p7j7p
Feb 18, 2026
..Book'em.. ship'em.. 😮 buh bye 👋
..Book'em.. ship'em.. 😮 buh bye 👋
Sarcastic, dismissive tone with emojis suggesting ironic commentary on deportation policy.
Humor / Satire
0.85
JamesStaub-f3o
Feb 18, 2026
4:53 why is this guy so based lol
4:53 why is this guy so based lol
Uses slang ('based') and laughing emoji to express approval of the video creator in a casual, joking manner.
GWTW.
Jan 27, 2026
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Uses ironic humor to observe that Trump's actions paradoxically unified Canadians in support of Trudeau.
@Judoka008
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)