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 would love to know the iq of the bike guy😢😢😢😢
I would love to know the iq of the bike guy😢😢😢😢
Sarcastic jab at someone in the video using dismissive tone and emojis, likely mocking rather than making a substantive point.
ilovejesus9303
Feb 11, 2026
VELL…VELL…VELL…
VELL…VELL…VELL…
Stylized exclamation with exaggerated accent appears to be sarcastic or mocking commentary.
Humor / Satire
0.75
leftovers702
Jan 27, 2026
trump est agent orange
trump est agent orange
Uses wordplay ('Trumpsky' and 'agent orange') as satirical critique rather than substantive argument.
Humor / Satire
0.75
@drreaganeliedithphd6526
Mar 4, 2025
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
Uses joking tone and emoji to make a satirical comment about American territorial expansion, while asserting Native American identity.
ZiggiRai-p5j
Feb 8, 2026
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest …
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest unprotected border in the world seems a tad expensive lmao. Its so funny how every thing has to be on their terms even in a forging country
Uses sarcasm and ironic commentary about smuggling costs and immigrant behavior, with some underlying policy skepticism.
Carunce
Jan 27, 2026
Toronto is so annoying lol Scrappy.
Toronto is so annoying lol
Scrappy.
Brief dismissive comment with casual tone ('lol', 'Scrappy') expressing mild criticism through humor rather than substantive argument.
Humor / Satire
0.75
MilquetoastQT
Jan 28, 2026
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Attempts crude humor through stereotyping, mixing scatological jokes with ethnic generalizations.
sensei0320
Jan 27, 2026
5:27 he doesn’t realize the numbers are exactly the same in India.. proving his own intelligence level is below 70 lmao
5:27 he doesn’t realize the numbers are exactly the same in India.. proving his own intelligence level is below 70 lmao
Uses sarcasm and mockery to attack the video creator's credibility with a false comparative claim.
Hombritsalsit
Jan 29, 2026
Padjeet incoming !😂
Padjeet incoming !😂
Uses a derogatory slur with laughing emojis in what appears to be sarcastic commentary about immigration, though potentially offensive.
CrapaudFranco-italien
Jan 27, 2026
Yesterday and Indian guy working at a liquor store say the Canadians are so stupid, and I asked him why you are here, he didn't like it 😂
Yesterday and Indian guy working at a liquor store say the Canadians are so stupid, and I asked him why you are here, he didn't like it 😂
The commenter shares an anecdote with a laughing emoji, using it to make an implicit criticism about immigrant attitudes toward Canadians.
FranciscoHernandez-pg7fk
Oct 9, 2025
MY DAILY PRAYER: IF TRUMP IS GONE BEFORE I WAKE; I PRAY TO GOD THE NEW'S AIN'T FAKE.
MY DAILY PRAYER: IF TRUMP IS GONE BEFORE I WAKE; I PRAY TO GOD THE NEW'S AIN'T FAKE.
Prayer-format satirical commentary expressing anti-Trump sentiment through ironic religious framing.
@lynnsheehan2200
Mar 4, 2025
Canada has excellent whisky, they don’t need bourbon from Kentucky ?
Canada has excellent whisky, they don’t need bourbon from Kentucky ?
Lighthearted, joking comment using product comparison as humorous deflection from the serious topic.
Humor / Satire
0.75
@FroggEater
Mar 4, 2025
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Uses sarcasm and mockery to defend immigrants against criticism, employing humor to counter xenophobic framing.
WestSideHero8
Jan 27, 2026
Love it how we call him Donald now ????
Love it how we call him Donald now ????
Sarcastically comments on the informal use of Trump's first name, with humorous tone about discourse conventions.
@maggiemoore8592
Mar 4, 2025
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
Uses sarcastic comparison between Canadian and Indian locations to mock demographic changes, blending humor with ethnic stereotyping.
melo7591
Jan 27, 2026
He sounds like a white parent that's trying to punish there rebellious son ?
He sounds like a white parent that's trying to punish there rebellious son ?
Humorous comparison of Trudeau's demeanor to a parent disciplining a child, using ironic framing.
Humor / Satire
0.75
@matthennessey4430
Mar 4, 2025
Chalice! as they say in Canada.
Chalice! as they say in Canada.
Uses colloquial Canadian slang ('Chalice') in a lighthearted, joking manner about Canadian culture.
Humor / Satire
0.75
@gmicg
Mar 4, 2025
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
Uses mocking laughter and derogatory slur to satirize perceived hypocrisy, combining humor with identity-based mockery.
itachitanjiro3712
Jan 28, 2026
How bout that a Fucking LEADER
How bout that a Fucking LEADER
Sarcastic exclamation praising leadership with profanity for emphasis, likely ironic commentary on the video subject.
@elijahsidney3633
Mar 4, 2025
A wet napkin has more of a backbone than this guy. Hes just a beta simp
A wet napkin has more of a backbone than this guy. Hes just a beta simp
Uses insulting slang and sarcasm to mock a political figure, blending personal attack with satirical tone.
@marcuswyatt5300
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)