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
13:48 not Tyler speaking with an accent. 😂
13:48 not Tyler speaking with an accent. 😂
Joking observation about the video creator's accent at a specific timestamp, using humor to comment on the video content.
rebeccaspratling2865
Jan 28, 2026
DiVeRsItY iS oUr sTrEnGhT🤪
DiVeRsItY iS oUr sTrEnGhT🤪
Uses mocking capitalization and emoji to sarcastically critique the 'diversity is strength' narrative.
Humor / Satire
0.92
@mathieuricher7583
Feb 19, 2026
The dude on the bike is too funny
The dude on the bike is too funny
A brief, lighthearted comment finding humor in a video subject's appearance or behavior.
Humor / Satire
0.92
HippieXconservative
Jan 28, 2026
I vote for Justin Trudeau for American President?
I vote for Justin Trudeau for American President?
Commenter makes a joking, absurdist suggestion that a Canadian PM should be American President, using ironic humor.
Humor / Satire
0.92
@ginade444
Mar 4, 2025
In India not everybody know where the Bombay is, but Everybody knows where the Brampton is 😁
In India not everybody know where the Bombay is, but Everybody knows where the Brampton is 😁
Joking observation about Brampton's prominence in Indian awareness, using ironic humor about immigration patterns.
Humor / Satire
0.92
januszg7944
Sep 19, 2025
14:59 Never heard a Hindu say there's one God 😅
14:59 Never heard a Hindu say there's one God 😅
Lighthearted joke about Hindu religious beliefs with emoji indicating humorous intent.
Humor / Satire
0.92
omarsplaytimechannel
Oct 2, 2025
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
4:49 LMFAO
"We dont feel any racism here"
"I'm as racist as the next guy"
Highlights an ironic contradiction in the video through laughter, pointing out the absurdity of the statement.
Humor / Satire
0.92
fapperino-ql4zu
Jan 27, 2026
“1 months.”😂
“1 months.”😂
Commenter is mocking a grammatical error ('1 months') from the video with a laughing emoji, pure comedic commentary.
Humor / Satire
0.92
hevelshiva6109
Feb 27, 2026
Bro had to leave that raggedy blue jacket at home bc Canada’s so cold 😂 brought that good north face
Bro had to leave that raggedy blue jacket at home bc Canada’s so cold 😂 brought that good north face
Lighthearted joke about Canadian weather and clothing choices, using emoji and casual comedic tone.
Humor / Satire
0.92
yvy1
Jan 28, 2026
PUNJAB ❌ POONJAB ✅
PUNJAB ❌ POONJAB ✅
Phonetic joke mocking pronunciation of Punjab/Punjabi, using wordplay for comedic effect.
Humor / Satire
0.92
sayak8210
Jan 28, 2026
O NO!!!!! I guess we wont be buying their maple syrup or horrible beer without paying more. Oh the humanity.
O NO!!!!! I guess we wont be buying their maple syrup or horrible beer without paying more. Oh the humanity.
Uses sarcastic exaggeration ('Oh the humanity') to mock concerns about tariffs on maple syrup and beer.
Humor / Satire
0.92
@truckit1972
Mar 4, 2025
bruh i’m dying
bruh i’m dying
Casual, non-substantive expression of amusement using internet slang ('bruh i'm dying').
Humor / Satire
0.92
bleu_bird
Jan 27, 2026
Bike guy 😮😮😂😂😂 so offensive he's hilarious 😆
Bike guy 😮😮😂😂😂 so offensive he's hilarious 😆
References 'Bike guy' with laughing emojis, treating offensive content as comedic entertainment.
claire5752
Jan 27, 2026
Pajit 😂😂 0:45
Pajit 😂😂 0:45
Laughing emoji and reference to a specific timestamp suggests mocking or joking about content in the video.
Humor / Satire
0.92
Abrahim-y
Feb 3, 2026
Gotta respect the guy with the bike- he’s racist against everyone, he doesn’t discriminate!! 😂
Gotta respect the guy with the bike- he’s racist against everyone, he doesn’t discriminate!! 😂
Uses ironic humor to mock someone's indiscriminate prejudice as a form of comedic commentary.
Humor / Satire
0.92
yomikez
Feb 28, 2026
M.A.S.H. instead of M.A.G.A MASH stands for make america a sh**hole…
M.A.S.H. instead of M.A.G.A MASH stands for make america a sh**hole…
Uses wordplay and acronym inversion (MASH vs MAGA) to satirically critique American political messaging.
Humor / Satire
0.92
@accidentalfarmer1877
Mar 4, 2025
4:49 "we don't feel any racism here" *1 sec later* "I'm as racist as the next guy" 😂
4:49 "we don't feel any racism here"
*1 sec later*
"I'm as racist as the next guy" 😂
Ironic commentary highlighting a contradiction in the video through comedic juxtaposition and emoji use.
Humor / Satire
0.92
ravensfan777
Jan 27, 2026
Tyler, you were freezing in the video hahahah so colddddd
Tyler, you were freezing in the video hahahah so colddddd
Humorous observation about someone appearing cold in the video, using playful language and laughter.
Humor / Satire
0.92
renataferreira8829
Feb 16, 2026
“Let’s play a game called how many white people work at this tim hortons” 😂 I’m dead bro. Couldn’t be more real.
“Let’s play a game called how many white people work at this tim hortons” 😂 I’m dead bro. Couldn’t be more real.
Presents a joking observation about racial demographics in a workplace using humor and casual tone.
Humor / Satire
0.92
JerudeSandstorm
Jan 27, 2026
You went to Sing Horton's expecting to find a white person employed there? Ha ha ha ha ha Ha ha ha ha ha Ha ha ha ha ha Ha ha ha ha ha Ha ha …
You went to Sing Horton's expecting to find a white person employed there? Ha ha ha ha ha Ha ha ha ha ha Ha ha ha ha ha Ha ha ha ha ha Ha ha ha ha ha!
Sarcastic joke mocking the expectation of finding white employees at Tim Hortons, using ironic laughter.
Humor / Satire
0.92
linsqopiring6816
Jan 27, 2026
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)