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
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
Shut up Trudeau. There is no fight lol
Shut up Trudeau. There is no fight lol
Dismissive, sarcastic comment using hyperbole ('no fight lol') to mock the video's framing.
Humor / Satire
0.75
@cheachung
Mar 4, 2025
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
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
4:57 and oppose to the jews 😂
4:57 and oppose to the jews 😂
Sarcastic comment with emoji referencing video timestamp, making an ironic observation about content.
PCB389
Feb 28, 2026
Canada - Adopt California!!
Canada - Adopt California!!
Humorous suggestion that Canada adopt California, likely satirizing political/geographic preferences.
@marilumuniz7752
Mar 4, 2025
Les commentaires sont drôles 😂 vous avez été intolérants avec les Canadiens français et les indiens maintenant c'est vous qui allez être remplacé 😂😂😂
Les commentaires sont drôles 😂 vous avez été intolérants avec les Canadiens français et les indiens maintenant c'est vous qui allez être remplacé 😂😂😂
Sarcastic commentary using irony and emojis to mock historical treatment of French Canadians and Indians while invoking replacement anxiety.
fredericmonteux8978
Feb 25, 2026
Donal is bent down on his knees in front of poutin with open mouth
Donal is bent down on his knees in front of poutin with open mouth
Derogatory characterization of a political figure using crude humor and sarcasm rather than substantive critique.
@mirzahusain7453
Mar 4, 2025
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed …
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed run at this quickly. \n\nElon must have that extra special Adderall.\n\nI don’t want to live on this planet anymore! Apparently Mars is also too close. Bedroom suburb and all.\n\nI know it’s extremely stupid that he got reelected, but it’s not like he had a landslide margin when it came to votes. Unfortunately, none of us were allowed to kick the voting machines if we were voting democrat.
Combines dark humor and sarcasm about US politics with genuine concern about rapid policy changes and their implications.
@beadybaby
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
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
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
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’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
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
Uses sarcastic irony to critique Trump's character and intelligence through mock agreement.
@WaverlyGarner
Mar 4, 2025
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Uses sarcastic/ironic commentary about MAGA supporters' cognitive capacity while implicitly critiquing political opponents.
@michaelpiantieri8913
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
Trudeau spanking coming soon
Trudeau spanking coming soon
Sarcastic/joking reference to Trudeau receiving punishment, using colloquial language for comedic effect.
Humor / Satire
0.75
@jehanzebn
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
Indians Chinese 😂 Good luck Canada
Indians Chinese 😂 Good luck Canada
The comment uses dismissive humor ('😂') to mock specific immigrant groups while expressing demographic anxiety, blending satire with underlying concern.
RyanLee-q2b
Jan 30, 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)