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
drump and the us population anally violated by this man lol
drump and the us population anally violated by this man lol
Uses crude sarcasm and exaggeration ('anally violated') as ironic commentary on political figures.
Humor / Satire
0.75
@gamegoof
Mar 4, 2025
I’m ngl that statue is diabolical
I’m ngl that statue is diabolical
Casual, sarcastic comment using slang ('ngl', 'diabolical') to make a humorous observation about a statue.
Humor / Satire
0.75
lanayrugorge
Jan 29, 2026
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Sarcastic praise of Trudeau's response framed as a joke about Trump, with ironic tone indicated by the question marks.
@grahammartin5240
Mar 4, 2025
Plump has no friends,now he's making sure amerussia won't have any either.
Plump has no friends,now he's making sure amerussia won't have any either.
Uses sarcastic wordplay ('Plump,' 'amerussia') to mock Trump's foreign policy approach.
@rosiemccrindle2271
Mar 4, 2025
😂😂😂😂 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
Imagine your country being invaded by indians 😂
Imagine your country being invaded by indians 😂
Uses sarcastic framing of immigration as 'invasion' with laughing emoji, blending dark humor with underlying demographic anxiety.
RemDrago
Jan 27, 2026
Me eating a port of subs sandwich, dang that crazy. Chomp, chomp.
Me eating a port of subs sandwich, dang that crazy. Chomp, chomp.
Playful, absurdist commentary mimicking eating sounds in response to video content.
Humor / Satire
0.75
layneco9545
Jan 27, 2026
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
Uses sarcasm and joking tone to mock a group, though the underlying stereotype about drug use suggests identity-based framing.
no-Nonsense-tolerated
Jan 27, 2026
Except hell be stepping down in a couple weeks and the next will be begging lmao?
Except hell be stepping down in a couple weeks and the next will be begging lmao?
Sarcastic/joking comment about political leadership changes, using humor to critique the situation.
@TheTheburger
Mar 4, 2025
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Uses sarcasm and irony to mock racist attitudes, though the comment itself relies on racial stereotyping for comedic effect.
elipascal3689
Jan 27, 2026
Big ol’ balls on Canada… ?
Big ol’ balls on Canada… ?
Colloquial expression of admiration using crude humor/slang to praise Canada's boldness.
Humor / Satire
0.75
@glucas5393
Mar 4, 2025
I thought their gods were all blue skinned.
I thought their gods were all blue skinned.
Makes a stereotypical joke about Hindu deities as a form of mocking commentary on Indian immigrants.
davec5153
Jan 27, 2026
Lmao that monkey man looking statue and blueman
Lmao that monkey man looking statue and blueman
The comment uses casual mockery and laughter about statues/visuals in the video, functioning as irreverent commentary on the video content.
Ynotbehumanfirst
Jan 29, 2026
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Uses sarcastic/joking stereotype about Indian drivers to mock a group, combining humor with ethnic stereotyping.
FrequentFlyer_MIA
Jan 27, 2026
I love indian food as much as I love aids.
I love indian food as much as I love aids.
Sarcastic comparison using shock value and dark humor to express negative sentiment about Indian immigration, though the crude juxtaposition also conveys underlying anxiety.
UGENEMurphy
Jan 27, 2026
It's crazy how even the Indians say its to much. 😂
It's crazy how even the Indians say its to much. 😂
Uses humor and emoji to comment on immigration levels, with an implicit ethnic reference to Indian immigrants.
ShWade
Jan 27, 2026
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Yo Canada u offer nothing syrup nothing don’t start with us just don’t wer the ballin business men not u deal with it
Uses dismissive, sarcastic tone with stereotypical references (syrup, business) in a mocking, incoherent style typical of satirical commentary.
@TheGabagool1
Mar 4, 2025
“The art of the deal” ?
“The art of the deal” ?
Sarcastic reference to Trump's book title, implying skepticism about his negotiation tactics through ironic quotation.
Humor / Satire
0.75
@Ricky-to2me
Mar 4, 2025
FRUMP AND FELON the gong show morons!
FRUMP AND FELON the gong show morons!
Uses derisive language and name-calling ('FRUMP AND FELON', 'gong show morons') in a sarcastic, dismissive tone rather than substantive critique.
@Thundernymph
Mar 4, 2025
Yay stock market crash ❤❤❤❤❤❤
Yay stock market crash ❤❤❤❤❤❤
Sarcastic celebration of economic collapse using heart emojis, likely expressing anxiety about economic consequences of immigration policy through ironic commentary.
@mfd8346
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)