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
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
Putin uncorks another bottle of champagne. ?
Putin uncorks another bottle of champagne. ?
Sarcastic jab using the image of Putin celebrating, implying approval of Canada's resistance to Trump.
Humor / Satire
0.85
@petermanale2932
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
Wow, imagine a supportive talk like that from the (t)dump
Wow, imagine a supportive talk like that from the (t)dump
Sarcastic comparison using wordplay ('(t)dump') to mock Trump's inability to deliver supportive rhetoric like Trudeau.
Humor / Satire
0.85
@user-ce8xg9oi1i
Mar 4, 2025
Good luck Castro! Hope you have airbags!
Good luck Castro! Hope you have airbags!
Commenter uses sarcasm and dark humor, calling Trudeau 'Castro' and making a joke about airbags as a threat.
Humor / Satire
0.85
@danclaunch4564
Mar 4, 2025
Finally Trudeau finds pair balls
Finally Trudeau finds pair balls
Sarcastic, colloquial expression of approval using crude humor about Trudeau's assertiveness.
Humor / Satire
0.85
@SusanRube
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
Can Canada buy Bulgaria…Please!
Can Canada buy Bulgaria…Please!
Joking suggestion that Canada should relocate to Bulgaria, using absurdist humor to express frustration with the current situation.
Humor / Satire
0.85
@MartzBeatz
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
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
He's Governor of the 51st state not PM of Canuckville. Got that? Good.
He's Governor of the 51st state not PM of Canuckville. Got that? Good.
Sarcastic comment using humor to mock Canada's sovereignty and relationship with the US through the '51st state' trope.
@MillicentSquirrelHole
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
Canada patch notes
Canada patch notes
Uses gaming terminology ('patch notes') as ironic commentary on policy changes, employing sarcasm.
Humor / Satire
0.85
fence03
Jan 11, 2026
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Uses sarcastic framing ('said no one ever') to mock government assistance policies.
curtissears8878
Jan 11, 2026
Donald a smart guy LOL
Donald a smart guy LOL
Uses sarcasm ('LOL') to mock a political figure's intelligence.
Humor / Satire
0.85
@mgeorge162
Mar 4, 2025
Lots of Alcoholics in Canada eh!
Lots of Alcoholics in Canada eh!
Stereotypical joke about Canadians and alcohol consumption, using casual sarcastic tone.
Humor / Satire
0.85
@alisonbarratt3772
Mar 4, 2025
that guy on the bike though 😆😆😆
that guy on the bike though 😆😆😆
Uses laughing emojis to react humorously to a specific moment in the video, indicating comedic observation.
Humor / Satire
0.85
robynchesser2946
Jan 27, 2026
12:04 DO NOT REDEEM VIBES HERE 😂
12:04 DO NOT REDEEM VIBES HERE 😂
Uses gaming/meme reference ('DO NOT REDEEM VIBES') with emoji to make a joking comment about a specific video timestamp.
Humor / Satire
0.85
kOoSyak
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)