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
Immigrant apocalypse 😅
Immigrant apocalypse 😅
Uses ironic/sarcastic language ('apocalypse' with laughing emoji) to comment on immigration concerns.
Humor / Satire
0.85
ShawnBenson1986
Aug 26, 2025
LOL... come on baby Castro... just realize you are done
LOL... come on baby Castro... just realize you are done
Uses sarcasm and a derisive nickname ('Castro') to mock Trudeau's political viability in a joking tone.
@yensysaerialimaging3523
Mar 4, 2025
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
Uses ironic humor to critique historical hypocrisy of European colonization while commenting on current immigration debates.
ashesofhopesinabonfireofdr6341
Feb 5, 2026
LOL.. how much are the nodders get paid to sit behind and just nod lolol
LOL.. how much are the nodders get paid to sit behind and just nod lolol
Uses sarcasm and mockery to critique government officials' apparent passivity in meetings.
@yensysaerialimaging3523
Mar 4, 2025
A Leader who speaks in complete sentences! What a contrast.
A Leader who speaks in complete sentences! What a contrast.
Sarcastic comparison contrasting a leader's articulate speech with an implied criticism of another politician, using ironic praise.
Humor / Satire
0.85
@petertrevorah7689
Mar 4, 2025
I swear to god this is The Twilight Zone.
I swear to god this is The Twilight Zone.
Uses ironic pop culture reference ('Twilight Zone') to express surreal disbelief about current events in a darkly humorous way.
@DeX9O2
Mar 4, 2025
Is that the governor of the 51st state?
Is that the governor of the 51st state?
Sarcastic joke implying Canada is a U.S. state, using ironic comparison between nations for comedic effect.
@AaronP-j2w
Mar 4, 2025
Trump made America the laughing stock of the world. Not Great again. He turned America into the crackhead cousin at the cookout.
Trump made America the laughing stock of the world. Not Great again. He turned America into the crackhead cousin at the cookout.
Uses humorous metaphor ('crackhead cousin') to satirically critique Trump's presidency and international reputation.
@monsterensemble351
Mar 4, 2025
Hopefully Melania is watching as she thinks Trudeau is hot
Hopefully Melania is watching as she thinks Trudeau is hot
Joking commentary about Melania Trump's alleged attraction to Trudeau, using sarcasm and personal gossip for comedic effect.
Humor / Satire
0.85
@kimberlyjohnson5923
Mar 4, 2025
Hahaha the guy in the safety vest jus spiting facts.
Hahaha the guy in the safety vest jus spiting facts.
Uses humor and sarcasm ('spitting facts') to react to someone in the video.
rollinolan502
Feb 5, 2026
Trudeau knows well Dump is fat and stupid.....not smart at all. He just didn't want to put that out.
Trudeau knows well Dump is fat and stupid.....not smart at all. He just didn't want to put that out.
Uses sarcastic insults and crude humor to mock Trump rather than making substantive arguments.
Humor / Satire
0.85
@mtty2826
Mar 4, 2025
Education and Facts are MAGA's kryptonite!
Education and Facts are MAGA's kryptonite!
Uses sarcastic framing ('kryptonite') to mock MAGA ideology through ironic wordplay.
Humor / Satire
0.85
@nickd1638
Mar 4, 2025
Singh Hortons
Singh Hortons
A play on 'Tim Hortons' using 'Singh' to make a joke about Indian immigration to Canada.
Humor / Satire
0.85
Mittens_fpv
Jan 27, 2026
AMERICA - Leader of the Free World !!!! Oh, sorry. That is _SO_ 2024.
AMERICA - Leader of the Free World !!!! Oh, sorry. That is _SO_ 2024.
Ironic commentary on America's global leadership status, using sarcasm to critique the shift in American standing.
@user-bg4fd8qb2o
Mar 4, 2025
Cry about it
Cry about it
Dismissive, sarcastic one-liner expressing contempt through ironic brevity.
Humor / Satire
0.85
@praveenkumarmall5507
Mar 5, 2025
Come to Australia next and report on our Indian problem 😂
Come to Australia next and report on our Indian problem 😂
Uses sarcastic emoji and comparative framing to joke about extending the video's topic to Australia, employing ironic tone.
ServoBum
Feb 10, 2026
its like trump has never played catan in his life
its like trump has never played catan in his life
Uses a board game reference sarcastically to mock someone's strategic decision-making.
Humor / Satire
0.85
@megongaga69
Mar 5, 2025
Donald Duck is quackers alright ???
Donald Duck is quackers alright ???
Pun-based joke using 'quackers' (Donald Duck reference) with playful tone and emoji.
Humor / Satire
0.85
@leetronix
Mar 5, 2025
2:15 he aint going anywhere lol🤣🤣
2:15 he aint going anywhere lol🤣🤣
The comment uses laughter emojis and casual dismissal ('aint going anywhere lol') as humorous commentary on the video content.
Humor / Satire
0.85
shibin5362
Feb 10, 2026
I'm not you'r buddy, pal.
I'm not you'r buddy, pal.
Reference to a Canadian cultural meme/catchphrase used humorously, likely ironic commentary on Canadian identity.
Humor / Satire
0.85
@peterkoinzell7983
Mar 5, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)