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
Elect a clown, expect a circus.
Elect a clown, expect a circus.
Uses a common idiom sarcastically to mock political leadership through humorous commentary.
Humor / Satire
0.90
@jamesbalentine8490
Mar 4, 2025
Trudeau: “Donald, how dare you sh1t on my country! That’s my job”
Trudeau: “Donald, how dare you sh1t on my country! That’s my job”
Uses sarcastic humor to mock Trudeau's criticism of Trump, implying Trudeau himself has damaged Canada.
Humor / Satire
0.90
@sturod2016
Mar 5, 2025
Chicken little said the sky is falling
Chicken little said the sky is falling
Uses the Chicken Little fable sarcastically to mock alarmist rhetoric.
Humor / Satire
0.90
@thomasbambach9365
Mar 4, 2025
Bike guy the 🐐
Bike guy the 🐐
Commenter is using slang ('GOAT' = greatest of all time) to humorously praise a person featured in the video.
Tdogbikes
Jan 29, 2026
It's been 3 years and Putin still hasn't managed to conquer Ukraine, but the Tsar of all the Russias only needed 3 weeks to take the United States of America--and without losing a single soldier.
It's been 3 years and Putin still hasn't managed to conquer Ukraine, but the Tsar of all the Russias only needed 3 weeks to take the United States of America--and without losing a single soldier.
Uses ironic comparison between Putin's military struggles and Trump's political takeover as dark satire.
Humor / Satire
0.90
@nessundorma05
Mar 5, 2025
Lol he's speaking in Trump language “Big Things “ ????
Lol he's speaking in Trump language “Big Things “ ????
Mocking commentary using humor and emoji to satirize Trump's speaking style and catchphrases.
Humor / Satire
0.90
@Enoplus1
Mar 4, 2025
I thought that Canada is an Indian country 😂
I thought that Canada is an Indian country 😂
Uses ironic sarcasm with emoji to mock the idea that Canada has become an 'Indian country' due to immigration.
Humor / Satire
0.90
itiswhatitis9890
Dec 24, 2025
shout outs to Bramp-ladesh!
shout outs to Bramp-ladesh!
A playful, sarcastic reference to Brampton's large South Asian population ('Bramp-ladesh'), using wordplay and ironic commentary.
Humor / Satire
0.90
StephanieHua
Nov 3, 2025
I love me some Canada Dry
I love me some Canada Dry
Joke referencing Canada Dry beverage brand rather than engaging with video content about Canadian policy.
@PeteChavez-b3o
Mar 4, 2025
trump is jealous because ivanka had the hots for justin
trump is jealous because ivanka had the hots for justin
Uses sarcastic, joking commentary about personal relationships to mock Trump's motivations.
Humor / Satire
0.90
@robw1927
Mar 5, 2025
I’m so hurt that I won’t be able to eat Canadian bacon any more ???
I’m so hurt that I won’t be able to eat Canadian bacon any more ???
Uses ironic, joking tone about trade consequences with exaggerated emotional response and emoji, clearly satirical commentary.
Humor / Satire
0.90
@cwill8836
Mar 4, 2025
Trump's gravesite will need a spit guard
Trump's gravesite will need a spit guard
Uses dark humor and sarcasm to mock Trump through a morbid joke.
Humor / Satire
0.90
@bugeyedfrog
Mar 4, 2025
Guy on the bike is my hero.😂😂😂
Guy on the bike is my hero.😂😂😂
Brief comedic comment praising someone in the video with laughing emojis, likely referencing a humorous moment.
Humor / Satire
0.90
jamiejohnson3345
Mar 2, 2026
Dude at 9:05 is wearing a knock off Nike shirt bought at an Indian bazaar store lol
Dude at 9:05 is wearing a knock off Nike shirt bought at an Indian bazaar store lol
Mocking observation about someone's clothing, using stereotypes about Indian bazaar shopping for comedic effect.
Humor / Satire
0.90
derekmcnulty2559
Nov 2, 2025
the guy on the bike is the average canadian rn 😂
the guy on the bike is the average canadian rn 😂
Uses emoji and casual tone to make a joking observation about current Canadian conditions.
Humor / Satire
0.90
FatChicken56
Jan 28, 2026
It's not a real crisis until they replace the guys bumping spare change in the drive through.
It's not a real crisis until they replace the guys bumping spare change in the drive through.
Uses sarcastic irony to comment on homelessness and immigration, implying the crisis isn't real until it affects certain populations.
Humor / Satire
0.90
DavidBale-vn4op
Feb 15, 2026
As an American, I just want my fellow Americans to know that even Canadians don’t want Justin Trudeau. The guy’s like a malfunctioning AI chatbot—spitting out pre-programmed nonsense nobody asked for while the crowd collectively …
As an American, I just want my fellow Americans to know that even Canadians don’t want Justin Trudeau. The guy’s like a malfunctioning AI chatbot—spitting out pre-programmed nonsense nobody asked for while the crowd collectively checks their watches. He’s the political version of a participation trophy: loud, useless, and only still around because no one’s taken out the trash yet. Watching him talk smack to cameras is like watching a mime in a hurricane—pointless, painful, and embarrassing for everyone involved.
Extended satirical critique using absurdist metaphors and exaggeration to mock a political leader.
@protonme
Mar 4, 2025
This just in Trudeau discovered fentanyl is a bad drug
This just in Trudeau discovered fentanyl is a bad drug
Sarcastic mock-news format mocking the obviousness of a policy position, using irony to critique.
Humor / Satire
0.90
@timchapman5553
Mar 4, 2025
No way bro!!! 😂😂
No way bro!!! 😂😂
Brief dismissive response with laughing emojis expressing skepticism or amusement at the video content.
Humor / Satire
0.90
guillermobowden9940
Jan 28, 2026
Hello im from Mars and I stand with…..
Hello im from Mars and I stand with…..
Absurdist joke claiming to be from Mars and expressing solidarity, clearly satirical and not a genuine contribution to the discussion.
Humor / Satire
0.90
@believe3472
Mar 5, 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)