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
2:56 fu*k this guy and his country indens 👇👇
2:56 fu*k this guy and his country indens 👇👇
Uses crude humor and sarcasm directed at a specific person in the video with a nonsensical sound effect.
divyareddy8521
Jan 29, 2026
We can just come take your whole country there slick hair, just calm down. You won’t even get to be governor soon here buddy
We can just come take your whole country there slick hair, just calm down. You won’t even get to be governor soon here buddy
Uses sarcastic, mocking tone ('slick hair') to dismiss a political figure, likely satirical rather than literal threat.
@Northeast_Outdoorsmen
Mar 4, 2025
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
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
Looks who’s talking not backdown from a fight lol ?
Looks who’s talking not backdown from a fight lol ?
Sarcastic, joking tone about confrontation with unclear reference, likely mocking commentary.
Humor / Satire
0.70
@eastcoastrcbrideau6793
Mar 4, 2025
Im go to India and turn into USA culture
Im go to India and turn into USA culture
Cryptic, fragmented statement that appears to be sarcastic or joking commentary on cultural identity and immigration.
Humor / Satire
0.70
Howtoget101
Jan 29, 2026
Blistering ???watch them fold
Blistering ???watch them fold
Cryptic sarcastic comment using 'Blistering' and 'fold' as ironic commentary on political weakness.
Humor / Satire
0.70
@MrDrewbobber
Mar 4, 2025
Trudeau !! Do you know where Seal team 6 is?
Trudeau !! Do you know where Seal team 6 is?
Appears to be sarcastic or joking commentary addressing Trudeau with an absurd question, likely mocking or satirizing the discussion.
@brianschmidt-t1h
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
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
Thanks, MAGA. ?
Thanks, MAGA. ?
Sarcastic one-liner thanking MAGA, likely mocking Trump supporters or the political situation with ironic brevity.
Humor / Satire
0.70
@merrickying4264
Mar 4, 2025
Suck it up buttercup
Suck it up buttercup
Commenter uses a dismissive, sarcastic phrase ('Suck it up buttercup') that appears to mock or trivialize the discussion with ironic tone.
Humor / Satire
0.70
PrashantSharma-mv6be
Feb 3, 2026
As an American, we should invade Canada
As an American, we should invade Canada
An inflammatory statement that appears to be sarcastic or provocative commentary rather than a serious policy position, though it carries threatening undertones.
@mairricks8476
Mar 4, 2025
lol bro didnt get enough hate from indians from the poop festival video
lol bro didnt get enough hate from indians from the poop festival video
Uses sarcastic humor referencing another video to mock someone's experience of social criticism.
rja62b
Feb 3, 2026
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
She’s not even smart enough to pretend she’s not.
She’s not even smart enough to pretend she’s not.
Brief sarcastic jab at an individual's intelligence, likely referring to a public figure.
Humor / Satire
0.70
tinarennett9041
Feb 27, 2026
Sorry: First Place!
Sorry:
First Place!
Brief sarcastic comment suggesting Canada ranks first in some negative category, using ironic commentary.
Humor / Satire
0.70
roneberle8954
Feb 27, 2026
Native Canadians 😂
Native Canadians 😂
Uses laughing emoji to mock the concept of 'Native Canadians' in an ironic commentary.
Humor / Satire
0.70
jakesnake1481
Feb 7, 2026
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
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Sarcastic commentary conflating Elon Musk with US presidency, using irony to critique leadership.
@yayazarellan2086
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)