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
Thank you for calling Apple tech support
Thank you for calling Apple tech support
Makes a sarcastic joke about the video being tech support spam, likely referencing common YouTube comment stereotypes.
BK-pt4vy
Jan 28, 2026
23:18 Canadian Kangna Ranaut 😂😂😂
23:18 Canadian Kangna Ranaut 😂😂😂
Joking reference to a video timestamp and comparison to a public figure (Kangna Ranaut), using emojis to indicate comedic intent.
Mr_Z_2507
Aug 25, 2025
Didn’t realise Canadian Bacon was a true story ? ?
Didn’t realise Canadian Bacon was a true story ? ?
Joking reference to the 1995 film 'Canadian Bacon' as if political events were fictional.
Humor / Satire
0.90
@jonathanvanderwesthuizen8089
Mar 4, 2025
Deodorant sales are at an all time Low there
Deodorant sales are at an all time
Low there
A sarcastic joke about deodorant sales declining, likely mocking overcrowding or demographic changes in the referenced location.
Humor / Satire
0.90
88jameson88
Sep 27, 2025
The real crime here is wearing a Yankees hat in Canada.
The real crime here is wearing a Yankees hat in Canada.
Joking comment that deflects from immigration topic by sarcastically criticizing a fashion choice visible in the video.
Humor / Satire
0.90
DEEZERNUTZER
Jan 28, 2026
Hhh greatest country on earth good one buddy
Hhh greatest country on earth good one buddy
Sarcastic dismissal of Canada as 'greatest country on earth,' using irony to critique the nation.
Humor / Satire
0.90
ghaithgh7729
Feb 26, 2026
06:51: I love the way Prime Minister Trudeau clarifies which part is for the lowest-IQ US president in history before completely switching to toddler-friendly, one-syllable language that even he will understand. ? \n\nHopefully his aids …
06:51: I love the way Prime Minister Trudeau clarifies which part is for the lowest-IQ US president in history before completely switching to toddler-friendly, one-syllable language that even he will understand. ? \n\nHopefully his aids will just play that part to him so he understands it all properly. Mr Trudeau is a genius! ?\n\nTrudeau: “Donald, we have done… BIG things.”
Uses sarcasm and mockery to criticize Trump's intelligence by praising Trudeau's ability to simplify language for him.
@CutcliffePaul
Mar 4, 2025
Oh yah, they are all working at the 711 and other gas stations 😂
Oh yah, they are all working at the 711 and other gas stations 😂
Comment uses sarcasm and stereotyping (711/gas station workers) as ironic commentary on immigrant employment.
Humor / Satire
0.90
GashoguMuturi-g8z
Jan 28, 2026
Trudeau for president of the USA!
Trudeau for president of the USA!
Absurdist joke suggesting Trudeau become US president, clearly sarcastic commentary.
Humor / Satire
0.90
@ESIG3800
Mar 4, 2025
Just give us Alberta! We'll take great care of it 😘
Just give us Alberta! We'll take great care of it 😘
Uses ironic humor with a kiss emoji to make a joking claim about taking over a Canadian province.
Humor / Satire
0.90
AmericanImperialism
Jan 28, 2026
2:33 homie, be colder than a motherfucker 😂
2:33 homie, be colder than a motherfucker 😂
Casual joke with laughing emoji reacting to a moment in the video with no substantive immigration commentary.
Humor / Satire
0.90
Jeeppeeps
Jan 28, 2026
Where are the pest specialists when you need them?!
Where are the pest specialists when you need them?!
Uses dehumanizing metaphor ('pest specialists') as dark humor/satire about immigrants.
Humor / Satire
0.90
mmm-3737
Jan 27, 2026
SAAR, WELCOME TO CANASTAN SAAR
SAAR, WELCOME TO CANASTAN SAAR
Uses stereotypical accent mimicry and the term 'CANASTAN' as satirical commentary on immigration and cultural change.
Humor / Satire
0.90
deeme2628
Jan 27, 2026
Indian fatigue 😂
Indian fatigue 😂
Brief sarcastic phrase with laughing emoji expressing fatigue about Indian immigration discourse in a joking manner.
Humor / Satire
0.90
mamabearoffour
Aug 28, 2025
This guy on the bike doesn't give a shit ahhahahahahahaha
This guy on the bike doesn't give a shit ahhahahahahahaha
Casual, joking observation about someone on a bike with laughing emoji, no substantive claim.
Humor / Satire
0.90
SamuraiRyosuke
Jan 28, 2026
No way bro!!! 😂😂
No way bro!!! 😂😂
Brief dismissive response with laughing emojis expressing skepticism or amusement at the video content.
Humor / Satire
0.90
guillermobowden9940
Jan 28, 2026
9:04 "they walk naked, so its kind of embarrassing" says the dude who is walking naked....
9:04 "they walk naked, so its kind of embarrassing" says the dude who is walking naked....
Points out an ironic contradiction in the video's content through sarcastic commentary, typical of humorous meta-observation.
Humor / Satire
0.90
gurindersingh3005
Sep 22, 2025
the guy on the bike is the average canadian rn 😂
the guy on the bike is the average canadian rn 😂
Uses emoji and casual tone to make a joking observation about current Canadian conditions.
Humor / Satire
0.90
FatChicken56
Jan 28, 2026
Guy on the bike is my hero.😂😂😂
Guy on the bike is my hero.😂😂😂
Brief comedic comment praising someone in the video with laughing emojis, likely referencing a humorous moment.
Humor / Satire
0.90
jamiejohnson3345
Mar 2, 2026
brampton? you mean new delhi?
brampton? you mean new delhi?
Sarcastic one-liner suggesting Brampton has been demographically replaced by Indians, using ironic renaming.
ms9001
Sep 20, 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)