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 swear to god this is The Twilight Zone.
I swear to god this is The Twilight Zone.
Uses ironic pop culture reference ('Twilight Zone') to express surreal disbelief about current events in a darkly humorous way.
@DeX9O2
Mar 4, 2025
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
Uses humor and irony to comment on the speaker's word choice and its presumed effect on Trump.
Humor / Satire
0.85
@kathyjohnson1911
Mar 4, 2025
"Blame Ottawa" is such a simple trick and it works e-v-e-r-y-t-i-m-e.
"Blame Ottawa" is such a simple trick and it works e-v-e-r-y-t-i-m-e.
Uses sarcastic, ironic tone with stylized emphasis to mock a political rhetorical strategy ('Blame Ottawa').
@michaeldarling1759
Feb 20, 2026
can we gift Brampton to Trump for better trade deal?
can we gift Brampton to Trump for better trade deal?
Sarcastic proposal using absurdist humor to mock both the city and trade negotiations.
Humor / Satire
0.85
harryrei5951
Jan 27, 2026
A Leader who speaks in complete sentences! What a contrast.
A Leader who speaks in complete sentences! What a contrast.
Sarcastic comparison contrasting a leader's articulate speech with an implied criticism of another politician, using ironic praise.
Humor / Satire
0.85
@petertrevorah7689
Mar 4, 2025
This made Melania moist.
This made Melania moist.
Crude sexual joke using innuendo about a political figure, employing sarcasm and irreverent humor.
Humor / Satire
0.85
@Naniamania3
Mar 4, 2025
Canada needs to build a wall to keep us out.
Canada needs to build a wall to keep us out.
A sarcastic joke about Canada building a wall to keep Americans out, using irony to comment on border tensions.
@cmeflywva
Mar 4, 2025
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
The comment uses humor and laughter emojis to react to someone's behavior, with a parenthetical identity marker about being African watching from Africa.
ungowami
Feb 7, 2026
The dude with the bike made me fall from the chair from a laught attack LMFAO. He’s a real one
The dude with the bike made me fall from the chair from a laught attack LMFAO. He’s a real one
Commenter finds humor in a specific moment from the video, praising someone's actions with casual, joking language.
Robvagab
Jan 27, 2026
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
Uses sarcastic humor about demographic change in Brampton while making an identity-based observation about racial composition.
AyC_97
Jan 27, 2026
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
Uses ironic humor (emoji) to point out the contradiction of European immigrants calling others immigrants.
Magicalseagull
Sep 29, 2025
Visiting Canada and India at same time is awesome 😂
Visiting Canada and India at same time is awesome 😂
Lighthearted joke about the contrast between visiting Canada and India simultaneously, using emoji to signal comedic intent.
bjolantanni992
Feb 25, 2026
LOL.. how much are the nodders get paid to sit behind and just nod lolol
LOL.. how much are the nodders get paid to sit behind and just nod lolol
Uses sarcasm and mockery to critique government officials' apparent passivity in meetings.
@yensysaerialimaging3523
Mar 4, 2025
O hihihaha asaa ooooo Canada 😅😅😅
O hihihaha asaa ooooo Canada 😅😅😅
Expresses dismissive laughter with nonsense syllables, indicating sarcastic or mocking commentary on the topic.
Humor / Satire
0.85
@marcgrondin5836
Feb 21, 2026
„We‘ll just produce it locally“\n„How do you produce natural resources locally?“\n„Oh… umm… we‘ll figure out a way!“
„We‘ll just produce it locally“\n„How do you produce natural resources locally?“\n„Oh… umm… we‘ll figure out a way!“
Satirical dialogue mocking the logical inconsistency of local production claims for natural resources.
@endodouble6691
Mar 4, 2025
9:15 oh God, the smell of that room full of shoes was nothing but pleasant I bet 😅
9:15 oh God, the smell of that room full of shoes was nothing but pleasant I bet 😅
Sarcastic commentary on a specific video moment with implied criticism through ironic tone.
Randomonium66
Jan 27, 2026
LOL... come on baby Castro... just realize you are done
LOL... come on baby Castro... just realize you are done
Uses sarcasm and a derisive nickname ('Castro') to mock Trudeau's political viability in a joking tone.
@yensysaerialimaging3523
Mar 4, 2025
Trudeau trying to talk tough is hysterical, lol.
Trudeau trying to talk tough is hysterical, lol.
Mocks Trudeau's leadership demeanor as 'hysterical' using ironic tone and laughter indicators.
Humor / Satire
0.85
@markjohnson9402
Mar 4, 2025
Don't piss off the Commonwealth Trumpty Dumpty
Don't piss off the Commonwealth Trumpty Dumpty
Commenter uses wordplay ('Trumpty Dumpty') and sarcastic tone to mock Trump while warning against antagonizing Commonwealth nations.
Humor / Satire
0.85
@JohnnyPaulTutaki
Mar 4, 2025
1st or 51st😂
1st or 51st😂
A joking comment using emoji and ambiguous phrasing ('1st or 51st') that appears to mock or satirize the discussion.
Humor / Satire
0.85
alphawolf9777
Sep 28, 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)