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
Poo-njabi is right.
Poo-njabi is right.
The comment appears to be a mocking play on words or ethnic slur presented as humor/satire.
Humor / Satire
0.75
CherishedMemoriesOfAWhiteA-w4i
Mar 1, 2026
Was what the fuck die Inder essen Kaka😂
Was what the fuck die Inder essen Kaka😂
Nonsensical comment with laughing emoji appears to be crude humor or trolling rather than substantive discourse.
Humor / Satire
0.75
SpinneBerlin44
Feb 28, 2026
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Uses ironic commentary to critique racism by sarcastically praising 'upfront' racism, employing satire to make a point about prejudice.
icybooy11
Feb 28, 2026
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
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
Now time to head back to New Jersey cough Iselin cough Edison cough.
Now time to head back to New Jersey cough Iselin cough Edison cough.
Sarcastic commentary using coughing to mock specific New Jersey towns with immigrant populations.
viciousattackvideo
Feb 28, 2026
O filho da puta de bicicleta, a mulher dele fugiu com um preto gigante africano só pode kkkkkk
O filho da puta de bicicleta, a mulher dele fugiu com um preto gigante africano só pode kkkkkk
Crude joke in Portuguese about a person in the video, using humor and mockery.
Humor / Satire
0.75
leaodegaza7656
Feb 27, 2026
Besides everything, but Carney soo worried about our gas vehicles does he fly with Electric Aircraft or balloons
Besides everything, but Carney soo worried about our gas vehicles does he fly with Electric Aircraft or balloons
Sarcastic critique using hyperbolic comparison (electric aircraft/balloons) to mock perceived hypocrisy in environmental policy.
angeladivetta7617
Feb 27, 2026
Flip flops in winter is wild
Flip flops in winter is wild
Humorous observation about cultural/climate adaptation practices, using ironic tone to comment on immigrant behavior.
Humor / Satire
0.75
DSSASAB4
Jan 27, 2026
One immigrants complaining another. 😂
One immigrants complaining another. 😂
Uses humor and emoji to mock immigrant-on-immigrant conflict, with underlying identity framing.
naveenvardhan5548
Feb 27, 2026
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Caucasians can now ✅ check the box on forms asking
*”Are you part of a visible minority”*
Uses sarcastic irony to comment on demographic change and minority status categorization.
nemesis851_
Feb 27, 2026
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
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
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
She obviously fits the job description put out by Pinocchio carny
She obviously fits the job description put out by Pinocchio carny
Uses sarcastic comparison ('Pinocchio carny') to mock a political figure mentioned in the video.
duanedale2505
Feb 26, 2026
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Uses sarcastic humor ('Karma is a beetch') to frame immigration as historical justice, mixing satire with a moral argument about historical wrongs.
LukeOtterbech
Jan 27, 2026
In the words of the supreme divine chairman con man carney, "eh, who cares". God Bless Donald Trump God Bless 🇺🇸
In the words of the supreme divine chairman con man carney, "eh, who cares".
God Bless Donald Trump
God Bless 🇺🇸
Uses sarcasm and mockery to critique a political figure, with ironic invocation of Trump as counterpoint.
BillEaston-n6y
Feb 26, 2026
Nah, elbows up!
Nah, elbows up!
Cryptic phrase appears to be a joke or sarcastic reference, likely about the video content or creator.
Humor / Satire
0.75
bravo2zeroCAN
Feb 24, 2026
I think bro joined politics.. Congratulations....
I think bro joined politics.. Congratulations....
Sarcastic comment suggesting the video creator has entered politics, using humor to mock or comment on the content.
Techvedastudio
Jan 27, 2026
0:14 “we might have the upper class of Indian here” 😅😅😅
0:14 “we might have the upper class of Indian here” 😅😅😅
Commenter quotes a specific timestamp with laughing emojis, suggesting ironic or sarcastic commentary on the video content.
EbonyElephant
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)