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
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Humor / Satire
4,434 comments
When is this clown leaving?
When is this clown leaving?
Uses derogatory humor ('clown') to mock a political figure; primarily sarcastic/dismissive tone.
@patrickfitzgerald-s9i
Mar 4, 2025
Hey! They were friendlier than the Jews!
Hey! They were friendlier than the Jews!
The comment uses sarcasm and comparative framing to make a provocative joke, though it relies on ethnic stereotyping.
Zakrovik
Feb 28, 2026
? Justin Trudeausingh the clown? of canada.
? Justin Trudeausingh the clown? of canada.
Mocking insult using 'clown' characterization and emoji, employing sarcasm to criticize Trudeau.
Humor / Satire
0.75
@CR1-u5j
Mar 4, 2025
^^ of course Donald Gay Dumb doesn't like Justin Trudeau, because everything that the Canadian PM says, make sense... ????
^^ of course Donald Gay Dumb doesn't like Justin Trudeau, because everything that the Canadian PM says, make sense... ????
Uses sarcasm and mocking tone ('Gay Dumb') to critique Trump's position on Trudeau, with ironic framing suggesting Trudeau's statements are sensible.
@videomailYT
Mar 4, 2025
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
Uses crude jokes and sarcasm to mock cultural practices while making comparative historical references.
NewsCaffey
Feb 24, 2026
Ay bro pulled up to mtl
Ay bro pulled up to mtl
Casual, joking comment about someone arriving in Montreal using colloquial slang ('Ay bro pulled up').
Humor / Satire
0.75
vincentbeaudet9506
Jan 28, 2026
Karma is a bitch
Karma is a bitch
Uses a common idiom sarcastically, likely commenting on perceived consequences or irony in the immigration situation.
Humor / Satire
0.75
planetwonders
Oct 1, 2025
It’s a shit hole😂
It’s a shit hole😂
Brief dismissive statement with laughing emoji suggesting sarcastic or joking tone rather than serious critique.
Humor / Satire
0.75
Adalmandol
Oct 1, 2025
i bet it smells.
i bet it smells.
Vague, dismissive comment that appears to be sarcastic or crude humor rather than substantive critique.
Humor / Satire
0.75
streamingnowstreamingnow2568
Sep 30, 2025
Trump seem set on pissing of everyone, well except Putin maybe :|
Trump seem set on pissing of everyone, well except Putin maybe :|
Sarcastic commentary about Trump's diplomatic relations, using humor to critique his approach to international relations.
@DonJohn87_YT
Mar 4, 2025
USA for 11th province
USA for 11th province
Brief satirical comment suggesting the USA should become Canada's 11th province, using ironic framing to critique US politics.
@erect_potatoes
Mar 4, 2025
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Self-aware ironic comment using humor and emojis to comment on the video content, though the underlying sentiment is ambiguous.
adrianduncan7228
Jan 28, 2026
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
Uses ironic reversal to mock stereotypes about drug use and immigration by attributing it to European migrants instead.
jaykamo3686
Sep 30, 2025
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
Will see who folds my bet is on the gay man.
Will see who folds my bet is on the gay man.
A joking prediction about who will 'fold' in a confrontation, using casual betting language as satire.
Humor / Satire
0.75
@444-y7h
Mar 4, 2025
LOOK like a Witches Meeting.....GOVERMENTS are just big SECTS of Weirdos...
LOOK like a Witches Meeting.....GOVERMENTS are just big SECTS of Weirdos...
Uses sarcastic, dismissive language ('Witches Meeting') and ironic commentary about government, employing satire rather than substantive critique.
SylvainGibson
Sep 28, 2025
Love the food, hate the people lol 😂 y'all are lost!
Love the food, hate the people lol 😂 y'all are lost!
Sarcastic comment using humor and emoji to express cultural criticism in a joking tone.
rajbirsingh6301
Feb 28, 2026
What's happening to the white man is called CARMA
What's happening to the white man is called CARMA
Uses sarcasm and wordplay ('CARMA') to mock claims of discrimination against white people, employing ironic commentary.
sfinx69
Jan 28, 2026
You’re a smart guy Donald. Nope!!!
You’re a smart guy Donald. Nope!!!
Sarcastic comment using irony ('smart guy') followed by negation to mock someone's intelligence or position.
@Get_Outside727
Mar 4, 2025
Let’s replace with European rufugees😅😅😅
Let’s replace with European rufugees😅😅😅
Uses sarcasm and emojis to mock the idea of replacing current immigrants with European refugees, combining humor with identity-based framing.
santhoshgv1568
Jan 28, 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)