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
Who's stupid enough to go across the border dam
Who's stupid enough to go across the border dam
The comment uses sarcastic/rhetorical language ('Who's stupid enough') to mock border crossing, likely satirizing immigration discourse.
Humor / Satire
0.75
jkbca
Jan 28, 2026
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 2026
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
Stereotyping Indian driving through sarcastic joke format, using ethnic generalization as comedic device with emoji signaling irony.
sfinx69
Jan 28, 2026
? It’s amusing how it works—Canada really needs the USA, tough guy.?
? It’s amusing how it works—Canada really needs the USA, tough guy.?
Sarcastic commentary using irony to critique Canada-US relations, with comparative framing between the two nations.
@karensok2121
Mar 4, 2025
They eating poop😂omg ha ha ha
They eating poop😂omg ha ha ha
Crude joke with laughing emojis, likely satirical or offensive commentary on cultural practices.
Humor / Satire
0.75
aishaabdirahman517
Jan 28, 2026
Don't hate the player, hate the game
Don't hate the player, hate the game
Uses a common idiom/meme format ('don't hate the player, hate the game') in ironic commentary about immigration dynamics.
Humor / Satire
0.75
ayomaitray
Jan 27, 2026
Mass reports incoming, saar
Mass reports incoming, saar
Uses sarcastic tone ('saar') predicting mass reports, likely mocking anticipated controversy or moderation.
Lightpetey
Jan 27, 2026
All hail the masters of Canada!
All hail the masters of Canada!
Uses sarcastic irony to mock those in power, likely referencing immigration policy makers with mock reverence.
ClownShowParadise69
Jan 21, 2026
Attack? So canada has technically been “attacking” America for decades with tariffs. Good to know
Attack? So canada has technically been “attacking” America for decades with tariffs. Good to know
Uses sarcasm to reframe Canada's tariffs as 'attacks' to highlight perceived hypocrisy in trade criticism.
@Wandererbane
Mar 4, 2025
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Sarcastic joke about cost-cutting for deportations with dark undertones referencing dangerous maritime crossings.
martyreking5487
Dec 27, 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
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
More dots than a novel.
More dots than a novel.
Uses cryptic wordplay/sarcasm ('dots than a novel') likely referencing demographic or visual patterns in a joking manner.
Humor / Satire
0.75
2loco
Jan 27, 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
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
Trumpistan is a fly over country.
Trumpistan is a fly over country.
Derisive nickname for the USA delivered as sarcastic commentary on national identity and superiority.
lloydnevins8530
Dec 9, 2025
Biker guy's not just a racist but a dumb racist
Biker guy's not just a racist but a dumb racist
Uses sarcastic insult combining 'racist' and 'dumb' in a brief, dismissive comment directed at another commenter.
Humor / Satire
0.75
LetThereBeYouTube
Feb 26, 2026
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
He is awesome! Trudeau for American president!
He is awesome! Trudeau for American president!
Sarcastically suggests Trudeau should be US president, mixing praise with absurdist humor to critique American politics.
@shawnster3396
Mar 4, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)