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
Meta-Commentary
3,846 comments
4:57 brother is FATIGUEDDDDD
4:57 brother is FATIGUEDDDDD
Comments on a specific moment in the video (timestamp 4:57) and the person's appearance/demeanor.
Meta-Commentary
0.90
jeffalley4417
Jan 27, 2026
A golden video that I was about to miss. The title could have been a little better
A golden video that I was about to miss. The title could have been a little better
Provides feedback on the video itself, praising content quality but critiquing the title choice.
Meta-Commentary
0.90
Best_shorts2323
Jan 27, 2026
14:25 runs millions of possibilities in his head. Then sits in the front seat lol
14:25 runs millions of possibilities in his head. Then sits in the front seat lol
Critiques a specific person's behavior shown in the video at a particular timestamp, focusing on video content rather than policy.
Meta-Commentary
0.90
ClippyForCongress
Feb 27, 2026
one of the most impressive, measured political speeches I've ever heard.
one of the most impressive, measured political speeches I've ever heard.
Evaluates the quality and style of Trudeau's speech itself rather than addressing policy content.
Meta-Commentary
0.90
@jeffreyjordan2986
Mar 4, 2025
Thankyou Turdeau
Thankyou Turdeau
Brief dismissive comment about a political figure (wordplay on Trudeau's name), expressing opinion about the video's subject rather than substantive argument.
Meta-Commentary
0.90
user-xp2ox1xk1z
Oct 3, 2025
What Tyler does for youtube is crazy man! Last time he literally went through shit!
What Tyler does for youtube is crazy man! Last time he literally went through shit!
Comment praising the video creator ('Tyler') and referencing previous video content.
Meta-Commentary
0.90
mrinmoybanik5598
Jan 27, 2026
Is anyone going to say that Kyle Gass' joke was funny now?
Is anyone going to say that Kyle Gass' joke was funny now?
References Kyle Gass's joke and asks about community response, commenting on external cultural moment rather than immigration policy.
Meta-Commentary
0.90
@HerbieBancock
Mar 4, 2025
11:07 that's gotta be some kind of heresy right?
11:07 that's gotta be some kind of heresy right?
References a specific timestamp in the video and questions its content, focusing on the video itself rather than immigration policy.
Meta-Commentary
0.90
jacobmunn82
Oct 2, 2025
metropolis is not the word I would have used
metropolis is not the word I would have used
Brief critique of the video's word choice ('metropolis'), commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.90
JakeWingism
Oct 3, 2025
I like how he switches to really simple English the moment he addresses Trump directly.
I like how he switches to really simple English the moment he addresses Trump directly.
Observation about the speaker's communication style and language choices in the video itself.
Meta-Commentary
0.90
@Schnabelhund
Mar 4, 2025
Homie said "my smuggler" live on air.
Homie said "my smuggler" live on air.
Observation about a statement made by someone in the video ('homie said'), commenting on the video content itself.
Meta-Commentary
0.90
winterfrench8094
Jan 27, 2026
The lady @ 5:03 is 1001% correct.
The lady @ 5:03 is 1001% correct.
References a specific moment in the video and endorses a speaker's statement, functioning as commentary on the video content itself.
Meta-Commentary
0.90
jattdadanda
Oct 4, 2025
This is the type of comment section I would expect from a CNN post ?
This is the type of comment section I would expect from a CNN post ?
Comment critiques the comment section itself, comparing it to CNN posts and making observations about the platform/discourse.
Meta-Commentary
0.90
@T0XlX_YT
Mar 4, 2025
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Comment expresses enthusiasm about the video creator finally covering this topic, discussing the video and creator rather than immigration itself.
Meta-Commentary
0.90
InfernalMajesty420
Jan 27, 2026
He sounds like he wants to cry. ? ?
He sounds like he wants to cry. ? ?
Observational comment about the speaker's emotional demeanor and tone during the speech.
Meta-Commentary
0.90
@The-VoiceofReason
Mar 4, 2025
no ice videos huh
no ice videos huh
Comment about the video content itself, noting the absence of 'ice videos' rather than engaging with immigration discourse.
Meta-Commentary
0.90
x6L6S6Dx
Jan 27, 2026
these comments lmao cryyyy
these comments lmao cryyyy
Dismissive reaction to other commenters' responses, focusing on the comment section itself rather than immigration substance.
Meta-Commentary
0.90
yuvrajsingh8960
Oct 5, 2025
What a nice suit and shirt sorry can’t concentrate on your words
What a nice suit and shirt sorry can’t concentrate on your words
Comment about the speaker's appearance rather than the content, distracted by presentation rather than message.
Meta-Commentary
0.90
@rubicon1004
Mar 4, 2025
Oh my goodness someone’s actually saying something about it
Oh my goodness someone’s actually saying something about it
Expresses approval of the video's content and messaging rather than substantively engaging with immigration issues.
Meta-Commentary
0.90
Spunglebub
Jan 27, 2026
The first thumbnail made me laugh hard 😂
The first thumbnail made me laugh hard 😂
Direct comment about the video thumbnail's humor, purely meta-level observation about the video itself.
Meta-Commentary
0.90
Crimetvuk
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)