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
TRUDEAU talking big shit...good luck eh...???
TRUDEAU talking big shit...good luck eh...???
Uses sarcasm and dismissive tone ('talking big shit') with casual Canadian expression ('eh') to mock Trudeau's statements.
@dash_flixs2644
Mar 4, 2025
A wet napkin has more of a backbone than this guy. Hes just a beta simp
A wet napkin has more of a backbone than this guy. Hes just a beta simp
Uses insulting slang and sarcasm to mock a political figure, blending personal attack with satirical tone.
@marcuswyatt5300
Mar 4, 2025
I thought this dude was jobless?
I thought this dude was jobless?
Sarcastic jab questioning Trump's employment status, using irony to mock his credibility or relevance.
@atlaym258
Mar 4, 2025
YEET THE JEET
YEET THE JEET
The slur-based wordplay appears intended as crude humor/satire, though it conveys hostile sentiment toward a specific ethnic group.
BootLip
Jan 29, 2026
They must be freezing cold
They must be freezing cold
Makes a lighthearted observation about immigrants experiencing cold weather, using gentle humor rather than hostility.
Humor / Satire
0.75
andrewpyrah
Jan 29, 2026
Bro on the bike is blunt😂all Africans😂😂
Bro on the bike is blunt😂all Africans😂😂
The commenter uses humor and laughter emojis while making an ethnic observation, though the tone is ambiguous between joking and stereotyping.
xolasidziya8702
Jan 28, 2026
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Sarcastic praise of Trudeau followed by insulting characterization of Trump, using ironic tone and name-calling.
@ridingmoon1617
Mar 4, 2025
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! …
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! I’m switching to McDonalds. Singh Hortons will never see another dollar from me
Uses sarcasm and wordplay ('Singh Hortons') to mock a business owner's ethnicity while complaining about service, blending satire with identity-based criticism.
docsgearheadgaming2503
Jan 29, 2026
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Canada! Why doesn’t your president sound incredibly fucking stupid?! Jelly….
Sarcastic, insulting commentary about a US political figure's intelligence, using humor and exaggeration to critique.
@rebeccagrigsby
Mar 4, 2025
Why was us africans getting the hit😂😂 what did we do to the white guy who can only afford a bicycle 😂
Why was us africans getting the hit😂😂 what did we do to the white guy who can only afford a bicycle 😂
Ironic commentary using humor and emojis to critique racial double standards in the video or comments.
Humblejed111
Jan 29, 2026
She obviously fits the job description put out by Pinocchio carny
She obviously fits the job description put out by Pinocchio carny
Uses sarcastic comparison ('Pinocchio carny') to mock a political figure mentioned in the video.
duanedale2505
Feb 26, 2026
4:57 and oppose to the jews 😂
4:57 and oppose to the jews 😂
Sarcastic comment with emoji referencing video timestamp, making an ironic observation about content.
PCB389
Feb 28, 2026
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
Sarcastic, dismissive tone with nationalist exclamations mocking the complaint about tariffs.
@Quovix1
Mar 4, 2025
Don't hate the player, hate the game
Don't hate the player, hate the game
Uses a common idiom/meme format ('don't hate the player, hate the game') in ironic commentary about immigration dynamics.
Humor / Satire
0.75
ayomaitray
Jan 27, 2026
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Uses humor and a quoted anecdote about Indian immigrants' concerns regarding demographic saturation, with ironic tone signaled by laughing emojis.
JamesdeanD
Jan 27, 2026
The cleaner Indians living amongst the dirty whites is diabolical😂😂😂😂😂
The cleaner Indians living amongst the dirty whites is diabolical😂😂😂😂😂
Uses sarcastic/ironic tone with emojis to make a stereotypical comparison, though contains identity-based framing.
BrotherServant66
Jan 29, 2026
Les commentaires sont drôles 😂 vous avez été intolérants avec les Canadiens français et les indiens maintenant c'est vous qui allez être remplacé 😂😂😂
Les commentaires sont drôles 😂 vous avez été intolérants avec les Canadiens français et les indiens maintenant c'est vous qui allez être remplacé 😂😂😂
Sarcastic commentary using irony and emojis to mock historical treatment of French Canadians and Indians while invoking replacement anxiety.
fredericmonteux8978
Feb 25, 2026
This is what happens when stupid people think they’re smart. #DumpTrump
This is what happens when stupid people think they’re smart. #DumpTrump
Dismissive insult framed as sarcastic commentary on perceived stupidity, with a call-to-action hashtag.
@michaelwallach4352
Mar 4, 2025
More dots than a novel.
More dots than a novel.
Uses cryptic wordplay/sarcasm ('dots than a novel') likely referencing demographic or visual patterns in a joking manner.
Humor / Satire
0.75
2loco
Jan 27, 2026
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
Uses sarcastic irony by turning Trudeau's criticism back on him with reference to the Trucking Convoy controversy.
@bearmarkettradeideas
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)