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
How stupid Trump s.
How stupid Trump s.
Brief dismissive insult presented as casual mockery rather than substantive critique.
Humor / Satire
0.75
@peterway8878
Mar 4, 2025
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
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Uses crude jokes and sarcasm to mock cultural practices while making comparative historical references.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
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Sarcastic/ironic commentary comparing immigration to ancient Babylon, using absurdist humor to critique demographic change.
nimics
Jan 27, 2026
Well.u fools fell for Elon musk B'S.u voted 45back in
Well.u fools fell for Elon musk B'S.u voted 45back in
Uses sarcastic tone ('fools,' 'B'S') to mock Americans for voting for Trump, with implied criticism.
@chubbrockstar187
Mar 4, 2025
Is it possible Trump is lying about Canadian drug trafficking? I dont think so, Trump cares so much about his credibility he would never lie to anyone ?
Is it possible Trump is lying about Canadian drug trafficking? I dont think so, Trump cares so much about his credibility he would never lie to anyone ?
The comment uses sarcasm to mock Trump's credibility by ironically claiming he 'cares so much about his credibility he would never lie,' which is satirical commentary on his reputation.
@keithgmartz
Mar 4, 2025
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
Hahah Adolf Trudeau and CNN what a horror
Hahah Adolf Trudeau and CNN what a horror
Uses sarcastic comparison and hyperbolic language (Adolf Trudeau) to mock leadership and media, combining satire with criticism.
@Lucas-vj8rr
Mar 4, 2025
peak shit bro
peak shit bro
Dismissive slang expression with no substantive content; appears to be sarcastic commentary on the video or discussion.
Humor / Satire
0.75
Alchemyst420
Jan 29, 2026
BEST PLACE ON THE PLANET = BRAMPTON AND YALL WILL NEVER KNOW
BEST PLACE ON THE PLANET = BRAMPTON AND YALL WILL NEVER KNOW
Ironic/hyperbolic praise of a specific city, likely satirical commentary on immigration and diversity.
aneetsandhu6562
Mar 2, 2026
Like Zelinsky, you will have a change of heart when you realize you done FAFO
Like Zelinsky, you will have a change of heart when you realize you done FAFO
Uses sarcastic reference to Zelinsky and cryptic acronym 'FAFO' (Find Out For Oneself) as ironic commentary.
Humor / Satire
0.75
@ChrisKibler-q2q
Mar 4, 2025
? 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
It's all of Canastan not just that place
It's all of Canastan not just that place
Uses wordplay ('Canastan') to sarcastically critique Canada's immigration policies through a derogatory portmanteau.
Buttersworth1
Jan 29, 2026
You know when Trump saw this he was making the same stupid face he had when the french president corrected him the other day.
You know when Trump saw this he was making the same stupid face he had when the french president corrected him the other day.
Uses sarcastic humor mocking Trump's facial expressions and intelligence without substantive argument.
@joedookeran2569
Mar 4, 2025
"it's like home" and it's the most widely hated part of the entire country lmfao
"it's like home" and it's the most widely hated part of the entire country lmfao
Uses sarcasm and irony to mock the idea that Canada is desirable, with implicit national criticism.
STOPSYPHER
Jan 30, 2026
Let’s play a game how many whites are on welfare
Let’s play a game how many whites are on welfare
Proposes a provocative 'game' as sarcastic reversal of welfare stereotypes.
hedykarim3614
Feb 26, 2026
And no need for a teleprompt, a lacky or a golf cart...
And no need for a teleprompt, a lacky or a golf cart...
Uses sarcastic comparison to mock a political figure's independence or competence through ironic commentary about teleprompters and support staff.
Humor / Satire
0.75
@babalonkie
Mar 4, 2025
If all the women would look like Priya Anjali Rai I'd give them a pass....
If all the women would look like Priya Anjali Rai I'd give them a pass....
Sexually objectifying joke about a specific person, using humor/sarcasm to comment on immigration policy.
Humor / Satire
0.75
AceInterface
Jan 30, 2026
I have seen this relasionship before the film 'Canadian bacon' Maybe John Candy will be back
I have seen this relasionship before the film 'Canadian bacon' Maybe John Candy will be back
References the film 'Canadian Bacon' and makes a joking reference to John Candy, using pop culture to comment humorously on the video topic.
@simonrodman6116
Mar 4, 2025
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
Uses ironic all-caps and historical reference as sarcastic commentary on white settler hypocrisy.
hedykarim3614
Feb 26, 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)