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
WHEN YOU HV NO INTENTION 😮TO WORK ITS ALWAYS (HARD) TO FIND WORK😂😂😂
WHEN YOU HV NO INTENTION 😮TO WORK ITS ALWAYS (HARD) TO FIND WORK😂😂😂
Makes a sarcastic claim about immigrants' work ethic using humor and emojis, though the underlying assertion lacks evidence.
khananwar5014
Sep 15, 2025
Etobicoke ...hehehe just saying .. Lakeshore .. every 5th person is whitish ....
Etobicoke ...hehehe just saying .. Lakeshore .. every 5th person is whitish ....
Uses sarcastic tone and ellipsis to make an ironic observation about demographic change in a Toronto neighborhood.
Humor / Satire
0.70
kerder8660
Sep 19, 2025
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
Uses ironic observation about immigrant assimilation and historical prejudice, with satirical undertones about hypocrisy.
rachitpant3357
Sep 19, 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
Celina Texas is next lol😂
Celina Texas is next lol😂
Brief comment with laughing emoji suggesting sarcastic or joking prediction about another location, though context is unclear.
Humor / Satire
0.70
mexmauser8806
Feb 26, 2026
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Makes a dehumanizing joke with racist undertones about appearance, using sarcasm markers.
WELSHDESI
Feb 6, 2026
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Appears to be sarcastic/joking commentary mixing unrelated claims about credentials and nationality with emoji.
andryjanuar1383
Feb 15, 2026
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
Self-identified Indian commenter makes sweeping, sarcastic generalizations about global chaos with laughing emoji, suggesting ironic commentary.
PrasenjitNath-f2p
Feb 26, 2026
wherever they are their business scam...🤣🤣🤣
wherever they are their business scam...🤣🤣🤣
Uses sarcasm and emojis to mock immigrants as scammers, blending humor with stereotyping.
HiJob-o8e
Feb 18, 2026
Is there 7 11 in Canada enter America u will be deported
Is there 7 11 in Canada enter America u will be deported
The comment uses stereotyping and sarcasm about 7-Eleven and deportation, likely intended as dark humor rather than factual claim.
14_19a
Mar 1, 2026
I will go next year 🤣🤣 truth comes out
I will go next year 🤣🤣 truth comes out
Ambiguous comment suggesting intent to smuggle while claiming 'truth comes out,' mixing sarcasm with potential misinformation.
playerslk4952
Mar 2, 2026
They don't seem to be eating poo here like they do in there own country 🤣
They don't seem to be eating poo here like they do in there own country 🤣
Crude joke with emoji suggesting sarcasm, though contains a dehumanizing stereotype presented as humor.
AlexGypsy-k6x
Mar 2, 2026
gabarge this lady reported, Trumps puppy ?
gabarge this lady reported, Trumps puppy ?
Uses sarcastic language and name-calling ('garbage', 'puppy') in a mocking tone toward Trump and the speaker.
Humor / Satire
0.70
@kentphung4489
Mar 4, 2025
Trumpsky has lost the plot ???
Trumpsky has lost the plot ???
Dismissive rhetorical question with sarcastic tone ('Trumpsky') rather than substantive critique.
Humor / Satire
0.70
@martynetheridge5772
Mar 4, 2025
America being big meanies ???
America being big meanies ???
Uses sarcastic, dismissive language ('big meanies') to mock the characterization of America's actions in a humorous tone.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
Lmao ??? Trudeau is on his way out Trump is going too make Canada great again. Trump is resetting geopolitics. Get ready world.
Lmao ??? Trudeau is on his way out Trump is going too make Canada great again. Trump is resetting geopolitics. Get ready world.
Sarcastic/ironic commentary about Trudeau leaving and Trump 'making Canada great,' with geopolitical framing.
@michaelskoviak5777
Mar 4, 2025
I just know it’s musty as hell
I just know it’s musty as hell
Casual, dismissive comment using slang ('musty') in a joking manner about the video content.
Humor / Satire
0.70
Aceito48212
Jan 27, 2026
Our own ice huh.
Our own ice huh.
Sarcastic or ironic one-liner, likely mocking a phrase or concept mentioned in the video.
Humor / Satire
0.70
kenhalinmckay5438
Dec 29, 2025
Singh Hortons
Singh Hortons
A play on 'Tim Hortons' with 'Singh,' using wordplay to satirize the prevalence of Indian names in Canada.
Humor / Satire
0.70
Secretcircuits
Jan 27, 2026
Im with that dude 😂
Im with that dude 😂
Brief agreement with laughter emoji, likely expressing humor or ironic support for a previous comment.
Humor / Satire
0.70
YasssB.I.said.whatIsaid
Jan 27, 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)