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
Bahahahaja? we will never hurt morons
Bahahahaja? we will never hurt morons
Laughing response with sarcastic dismissal, using humor to mock the subject matter.
Humor / Satire
0.85
@tomatoK-z8x
Mar 4, 2025
Saar do not redeem!!! 😂
Saar do not redeem!!! 😂
Playful, joking comment with emoji suggesting sarcasm or lighthearted banter unrelated to policy.
Humor / Satire
0.85
nocturnal2155
Jan 27, 2026
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
Uses humor and irony to comment on the speaker's word choice and its presumed effect on Trump.
Humor / Satire
0.85
@kathyjohnson1911
Mar 4, 2025
We all know what needs to be cut and it’s not my throat
We all know what needs to be cut and it’s not my throat
Uses dark humor and cryptic phrasing to critique government spending priorities.
Humor / Satire
0.85
garyg3562
Jan 12, 2026
canadians tasting their own medicine 🤣🤣
canadians tasting their own medicine 🤣🤣
Uses ironic humor and emoji to suggest Canadians are experiencing consequences of their own policies.
Humor / Satire
0.85
jackdamien-999
Jan 5, 2026
Canada needs to build a wall to keep us out.
Canada needs to build a wall to keep us out.
A sarcastic joke about Canada building a wall to keep Americans out, using irony to comment on border tensions.
@cmeflywva
Mar 4, 2025
12:08 LOL that accent.
12:08 LOL that accent.
Mocking laughter at someone's accent is sarcastic commentary presented as humor.
Humor / Satire
0.85
nickevershedmusic27
Mar 2, 2026
I started laughing since the video begins 0:10
I started laughing since the video begins 0:10
Expresses amusement at the video's opening moments, using humor to comment on the content's entertainment value.
Humor / Satire
0.85
NoCopyrightTracks-j3p
Jan 27, 2026
„We‘ll just produce it locally“\n„How do you produce natural resources locally?“\n„Oh… umm… we‘ll figure out a way!“
„We‘ll just produce it locally“\n„How do you produce natural resources locally?“\n„Oh… umm… we‘ll figure out a way!“
Satirical dialogue mocking the logical inconsistency of local production claims for natural resources.
@endodouble6691
Mar 4, 2025
Trudeau trying to talk tough is hysterical, lol.
Trudeau trying to talk tough is hysterical, lol.
Mocks Trudeau's leadership demeanor as 'hysterical' using ironic tone and laughter indicators.
Humor / Satire
0.85
@markjohnson9402
Mar 4, 2025
Don’t let the door hit you on your way out!!??❌
Don’t let the door hit you on your way out!!??❌
Uses a sarcastic, dismissive phrase with emoji to mock someone leaving, employing ironic tone.
Humor / Satire
0.85
@jaysavy
Mar 4, 2025
New rules from the commie rooster fish ! 😅
New rules from the commie rooster fish ! 😅
Uses sarcastic language ('commie rooster fish') and emoji to mock government policy in a joking manner.
Humor / Satire
0.85
zacharymcevoy-rd8tp
Jan 4, 2026
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
Sarcastic comparison using dehumanizing metaphor, attempting dark humor about ethnic groups.
UnveilMatrix
Jan 27, 2026
Keep your friends close, enemies closer.
Keep your friends close, enemies closer.
Uses a well-known aphorism sarcastically to comment on diplomatic strategy in the trade conflict.
Humor / Satire
0.85
@kennethbeasley2357
Mar 4, 2025
This shit home is literally 35 mins from where I live 😂
This shit home is literally 35 mins from where I live 😂
The commenter uses humor and emoji to react to the video location being near their home.
GypsyTears8711
Jan 27, 2026
Canada: we would be pleased to trade Trump for Trudeau. PLEASE!
Canada: we would be pleased to trade Trump for Trudeau. PLEASE!
Sarcastic joke proposing a trade between political leaders, using irony to critique both countries' leadership.
@arussellhart
Mar 4, 2025
Managed to interview the last canadian
Managed to interview the last canadian
Ironic joke implying that native Canadians are disappearing due to immigration, using dark humor.
Humor / Satire
0.85
thanosianthemadtitanic
Jan 27, 2026
Canadá is fortunate to only have a border with the United States lol
Canadá is fortunate to only have a border with the United States lol
Uses ironic humor to suggest Canada's fortune lies in having only the USA as a neighbor, implying criticism of US behavior.
@NoNo-p9p5s
Mar 4, 2025
Americans discover #FAFO2025
Americans discover #FAFO2025
Uses hashtag and ironic tone (#FAFO2025 = 'Find Out For Ourselves') as satirical commentary on Trump consequences.
Humor / Satire
0.85
@Tazoslo
Mar 4, 2025
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very …
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very confusing broski-🤦🏽🤷🏽😁
Uses humor and emojis to mock the creator's accent mimicry while commenting on the video content.
SebastianTheRuler
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)