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
In your face Donald!
In your face Donald!
Sarcastic taunt directed at a political figure, using confrontational humor.
Humor / Satire
0.70
@armandosantosjr
Mar 4, 2025
Carney; Who cares? 😮😂😅😊
Carney; Who cares? 😮😂😅😊
Dismissive joke about a political figure (Carney) with emoji reactions suggesting sarcasm.
othaVada
Feb 18, 2026
trumps so thick he says its worst deal ever who signed that , the abomination signed it himself
trumps so thick he says its worst deal ever who signed that , the abomination signed it himself
Mocking commentary on Trump's intelligence and self-contradiction regarding a deal.
@TheLucidscreamz
Mar 4, 2025
TODAY TUESDAY MARCH 4, 2025 IS THE FUNERAL FOR THE NORTH AMERICAN FREE TRADE AGREEMENT (NFTA).
TODAY TUESDAY MARCH 4, 2025 IS THE FUNERAL FOR THE NORTH AMERICAN FREE TRADE AGREEMENT (NFTA).
Dramatic, ironic announcement treating a trade agreement as a funeral, using hyperbolic language for satirical effect about political/economic events.
@theguildedscribe777
Mar 4, 2025
Wtf did Africans do to that guy 😂😂😂😂
Wtf did Africans do to that guy 😂😂😂😂
Uses humor and emojis to mock or question a statement about Africans, likely referencing video content.
Humor / Satire
0.70
ajjamison7966
Jan 29, 2026
Still north Korea
Still north Korea
Hyperbolic comparison of Canada to North Korea, likely sarcastic commentary on perceived authoritarianism or decline.
DavidKelvin-ql9dg
Feb 22, 2026
guy on bike... just looking at mirror..I think Your iq is lower than Africans... what's is your job? cleaner?😂..
guy on bike... just looking at mirror..I think Your iq is lower than Africans... what's is your job? cleaner?😂..
Mocking tone with sarcastic insults and stereotyping, using humor to demean someone in the video.
fognero9557
Feb 21, 2026
Brown fatigue button
Brown fatigue button
Cryptic phrase likely referencing fatigue with diversity discourse, presented in a joking/sarcastic manner.
Humor / Satire
0.70
helterskelter156
Jan 28, 2026
balls of steel
balls of steel
Cryptic phrase likely intended as sarcastic or ironic commentary, though meaning is ambiguous.
Humor / Satire
0.70
zodhellclips
Feb 23, 2026
Lol. Everyone is clueless in Canada, not just her.
Lol. Everyone is clueless in Canada, not just her.
Uses sarcastic dismissal of government competence broadly, with a joking tone that generalizes incompetence across Canadian leadership.
ralphpezda6523
Feb 27, 2026
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
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
Graduation American Russian , you just make ur daddy happy (putin)...
Graduation American Russian , you just make ur daddy happy (putin)...
Uses sarcastic/mocking tone with a jab at the US president's alleged loyalty to Putin, employing ironic commentary.
@kennyvuu1487
Mar 4, 2025
Cry baby cry ???????❤it????????????????
Cry baby cry ???????❤it????????????????
Sarcastic or mocking tone with excessive punctuation suggesting ironic commentary.
Humor / Satire
0.70
@raymondpettigrew1744
Mar 4, 2025
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
Sarcastic jab at cultural hypocrisy using crude humor to critique someone's position.
adiporsh
Sep 19, 2025
The Toronto Trump, grovel on.
The Toronto Trump, grovel on.
Uses sarcastic comparison to Trump and dismissive tone, functioning as ironic commentary on political leadership.
mrzack388
Feb 26, 2026
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Expresses exaggerated emotional reaction with excessive punctuation, likely using hyperbole for comedic or sarcastic effect.
Humor / Satire
0.70
micheltremblay-m2y
Sep 19, 2025
Next year I am also coming 👽😗
Next year I am also coming 👽😗
Jokingly announces intention to immigrate using alien emoji, satirizing the immigration discussion.
Humor / Satire
0.70
ToP-uk2so
Feb 7, 2026
MR TRUMP PLEASE DUMMY UP//////
MR TRUMP PLEASE DUMMY UP//////
Sarcastic jab at Trump using exaggerated punctuation and wordplay ('DUMMY UP') as comedic criticism.
Humor / Satire
0.70
@rockracing325
Mar 4, 2025
I this point canada is not named canada anymore its should be named ugo "unidentified ground object"
I this point canada is not named canada anymore its should be named ugo "unidentified ground object"
Uses absurdist wordplay and acronym joke to satirize concerns about Canadian identity loss due to immigration.
tommyr2328
Sep 14, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)