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
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into …
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into the ship...
Uses extended metaphor and sarcasm ('bragging') to mock policy effectiveness, employing hyperbolic comparison for comedic effect.
sachacabezas1066
Jan 2, 2026
Why he say _Hanuman_ like Ryu from Street Fighter? 😂
Why he say _Hanuman_ like Ryu from Street Fighter? 😂
A lighthearted joke about pronunciation, comparing someone's speech pattern to a video game character with a laughing emoji.
Humor / Satire
0.88
trizzy2109
Jan 29, 2026
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
Uses ironic humor to challenge the premise that migrants are 'replacing' Canadians by suggesting they're replacing livestock.
arch810
Jan 29, 2026
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Uses ironic humor to critique hypocrisy in cultural criticism, highlighting contradictory standards applied to different groups.
Humor / Satire
0.88
abhishekjoshi6655
Jan 2, 2026
Except...Donald is not a smart man!
Except...Donald is not a smart man!
Brief sarcastic/dismissive comment about Trump's intelligence, using understated ironic tone.
Humor / Satire
0.88
@moonfall8972
Mar 4, 2025
I imagine what will be shown before I see the video hahaah
I imagine what will be shown before I see the video hahaah
Playful comment suggesting predictability of video content with humorous tone and laughter.
Humor / Satire
0.88
renataferreira8829
Feb 16, 2026
Walk quietly, and carry a big stick.
Walk quietly, and carry a big stick.
Uses the famous Theodore Roosevelt quote sarcastically or ironically in the context of geopolitical tensions.
Humor / Satire
0.88
@TheCally70
Mar 4, 2025
My friend from india moved to my town in BC because she said Ontario had too many indians 😂
My friend from india moved to my town in BC because she said Ontario had too many indians 😂
Commenter uses a humorous anecdote about their friend's relocation to satirize the concentration of Indian immigrants in Ontario.
moavocadoroll
Feb 28, 2026
19:22 I’m about to possibly die, but first a word from our sponsor.
19:22 I’m about to possibly die, but first a word from our sponsor.
Satirical joke about video sponsorship interrupting a dramatic moment.
MrBlizzake
Jan 27, 2026
I often reference Justin Trudeau when making big decisions. I think what would Justin do in this situation…..then I do the opposite. It works like a charm. Shut up Justin no one cares what you …
I often reference Justin Trudeau when making big decisions. I think what would Justin do in this situation…..then I do the opposite. It works like a charm. Shut up Justin no one cares what you think.
Uses sarcastic humor to mock Trudeau's decision-making, framing him as a negative reference point.
@dustinpaul8968
Mar 4, 2025
And for once he is not in blackface.
And for once he is not in blackface.
Sarcastic jab referencing past blackface controversy, using irony to critique the speaker.
Humor / Satire
0.88
@BonScott-c2z
Mar 4, 2025
Next time a Canadian complains about their leader, let’s trade, we will even throw in Florida as a bonus.
Next time a Canadian complains about their leader, let’s trade, we will even throw in Florida as a bonus.
Uses sarcastic humor to joke about trading leaders and offering Florida as compensation.
Humor / Satire
0.88
@tadams4770
Mar 4, 2025
Economics ain’t linear😂🤷🏽♂️
Economics ain’t linear😂🤷🏽♂️
Brief dismissive comment with emoji suggesting ironic or sarcastic commentary on economic arguments.
Humor / Satire
0.88
rickyjames2508
Oct 1, 2025
Haha, Justin trying too be tough
Haha, Justin trying too be tough
Mocking commentary using humor ('Haha') to satirize Trudeau's attempt to project toughness.
Humor / Satire
0.88
@MarineMT-0312
Mar 4, 2025
I hope we keep Trudeau as foreign minister just to spite Trump and give speeches.
I hope we keep Trudeau as foreign minister just to spite Trump and give speeches.
Ironic suggestion to keep Trudeau as foreign minister specifically to antagonize Trump, using sarcasm.
Humor / Satire
0.88
@tony--james
Mar 4, 2025
We call them timmigrants in these parts now days 🤣🤣
We call them timmigrants in these parts now days 🤣🤣
Uses wordplay ('timmigrants') and laughing emojis to make satirical commentary on immigration.
Humor / Satire
0.88
nathanalyward16
Jan 27, 2026
Congrats on getting bedbugs from that place you slept in
Congrats on getting bedbugs from that place you slept in
Sarcastic jab using dark humor about travel hardships, likely mocking the immigration journey narrative.
Humor / Satire
0.88
blurtblaxter2708
Jan 27, 2026
“This is our god.” Shows the most absurd comedic thing I’ve ever seen. Holy moly.
“This is our god.” Shows the most absurd comedic thing I’ve ever seen. Holy moly.
Uses sarcasm and comedic exaggeration to mock something presented in the video as absurd.
critter4662
Feb 26, 2026
The “Big things” and “you’re a very smart guy “ energy is wild ??
The “Big things” and “you’re a very smart guy “ energy is wild ??
Uses sarcasm and mocking tone to critique a political figure's rhetorical style and communication patterns.
@k.i.a4579
Mar 4, 2025
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD
I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
Uses sarcasm and absurdist humor comparing smuggling operations to fast food delivery, with playful tone indicated by emoticons.
Humor / Satire
0.88
LaPtaVerdad
Jan 27, 2026
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)