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
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Appears to be sarcastic praise for East Indians paired with a YouTube link, mixing ironic commentary with promotional content.
rufinogalagan1449
Oct 10, 2025
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Uses sarcastic/ironic suggestion about relocating Somali immigrants to Minneapolis, mixing ethnic stereotyping with satirical tone.
chaosticalz
Jan 28, 2026
Trudope talks like a woman
Trudope talks like a woman
Uses derisive nickname ('Trudope') and gendered insult as mockery rather than substantive critique.
Humor / Satire
0.70
@TheRecoveryRoom
Mar 4, 2025
LOL IT WAS DUE
LOL IT WAS DUE
Cryptic laughing response, likely sarcastic commentary on the video's content or timing.
Humor / Satire
0.70
WASUPMYNIG
Jan 28, 2026
MAGA = Return of The Soviet Union
MAGA = Return of The Soviet Union
Sarcastic equation of MAGA with Soviet Union, using ironic comparison as political commentary on authoritarianism.
@pandaman1677
Mar 4, 2025
H1beeing the town 🐝
H1beeing the town 🐝
Uses wordplay ('H1beeing') and emoji to make a joking reference to visa categories and immigration patterns.
Humor / Satire
0.70
manuelcruz2256
Jan 27, 2026
What a joke
What a joke
Brief dismissive comment expressing skepticism or mockery about the video's subject matter.
davidblaze3125
Feb 18, 2026
Bro just give up and join tthe United States will let you be governor you know I never in my entire life bought anything that said made in Canada
Bro just give up and join tthe United States will let you be governor you know I never in my entire life bought anything that said made in Canada
Uses sarcastic suggestion that Canada join the U.S. and makes a dismissive claim about Canadian products, employing ironic commentary.
@jakesontiano
Mar 4, 2025
The bike man had it enuf
The bike man had it enuf
Cryptic, brief comment likely referencing video content with humorous intent; unclear but appears to be casual commentary.
Humor / Satire
0.70
ShowmetheEnd
Jan 27, 2026
trumpet he a d----- head
trumpet he a d----- head
Crude insult presented in casual, dismissive tone typical of internet mockery and name-calling.
Humor / Satire
0.70
@minhcuong4206
Mar 4, 2025
Cry me a river, 4 more yrs ?
Cry me a river, 4 more yrs ?
Uses sarcastic dismissal ('Cry me a river') with a cryptic reference, employing ironic tone.
Humor / Satire
0.70
@syatmel
Mar 4, 2025
Donald, watch and learn
Donald, watch and learn
Brief sarcastic or ironic jab at Trump using imperative tone, likely mocking rather than literal instruction.
Humor / Satire
0.70
@andrehnguyen
Mar 4, 2025
I hate Canadian youth 🎉🎉❤❤❤
I hate Canadian youth 🎉🎉❤❤❤
Appears to be ironic or sarcastic statement with celebratory emojis, likely mocking rather than sincere.
Humor / Satire
0.70
dylanbishop1940
Oct 5, 2025
I gotta go throw up. Get’ em the f out of here.
I gotta go throw up. Get’ em the f out of here.
Uses exaggerated physical reaction (vomiting) as sarcastic expression of disgust, though could also be interpreted as genuine emotional response.
Humor / Satire
0.70
curkev1
Feb 27, 2026
ELBOWS UP THO
ELBOWS UP THO
Cryptic humorous or sarcastic interjection, likely referencing video content or meme culture.
Humor / Satire
0.70
estebanrivera7068
Feb 18, 2026
It’s quite funny that the Indians worship a white god.
It’s quite funny that the Indians worship a white god.
Makes an ironic observation about religious practices with sarcastic tone, likely mocking cultural stereotypes.
KennyFrederick-jc8pz
Feb 25, 2026
Canada's president hasn't heard OF Ron White CAN'T FIX STUPID
Canada's president hasn't heard OF Ron White CAN'T FIX STUPID
Uses a comedic reference (Ron White's catchphrase) to mock a political figure.
@jenniferjohnson1081
Mar 4, 2025
why is there an idian tuktuk on the highway?
why is there an idian tuktuk on the highway?
Uses sarcastic questioning and ethnic stereotyping (tuktuk reference) to mock a specific immigrant group.
smileographer
Jan 27, 2026
Customer was giving shit.\nNow he is eating shit from all over the world.\n?
Customer was giving shit.\nNow he is eating shit from all over the world.\n?
Uses crude wordplay and sarcasm to mock a situation, employing ironic commentary about eating/consumption.
Humor / Satire
0.70
@RealisticIndian
Mar 4, 2025
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Makes an absurd, overconfident prediction about Alberta winning Olympic gold with exaggerated certainty, likely meant ironically.
deanmcghie6519
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)