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
Bike guy spitting facts!
Bike guy spitting facts!
Comment about another commenter ('bike guy') and their statements, rather than substantive engagement with the topic.
Meta-Commentary
0.90
KCMedia33
Jan 27, 2026
Do not redeem
Do not redeem
Brief comment about the video or channel itself, likely expressing disapproval of the content.
Meta-Commentary
0.90
andrewahlstrom5427
Jan 27, 2026
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler can get a lot more done than that stupid Nick Shirley who had that old man Dave figure everything out so he could swoop in and take all the credit for it. Dave ended Walz not Shirley.
Discusses the video creator and other YouTube personalities, evaluating their content and credibility.
Meta-Commentary
0.90
AlfonseGambino
Jan 27, 2026
Sadly, the people needing to see this, won’t see it on FOX News.
Sadly, the people needing to see this, won’t see it on FOX News.
Comments on media coverage and audience reach, noting that Fox News viewers won't see this message.
Meta-Commentary
0.90
@PowerG33k
Mar 4, 2025
This is the kind of crap CNN shows I'm definitely done watching this
This is the kind of crap CNN shows I'm definitely done watching this
Directly critiques the video source (CNN) and announces intention to stop watching.
Meta-Commentary
0.90
@roylafferty634
Mar 4, 2025
Bravo le gars à vélo !!! 👍👍👏👏👏👏😎💪 5:43
Bravo le gars à vélo !!! 👍👍👏👏👏👏😎💪 5:43
Comment praising a specific moment in the video (person on bike at 5:43) with no substantive immigration discourse.
Meta-Commentary
0.90
ines-kr7se
Feb 18, 2026
Who tf gives a sh** what this person has to say though
Who tf gives a sh** what this person has to say though
Dismissive comment about the video speaker's credibility and relevance rather than engaging with content.
Meta-Commentary
0.90
@Jhonnycomelate
Mar 4, 2025
Great speak impressive
Great speak impressive
Brief positive comment about the speech itself, evaluating the video content rather than engaging with substantive discourse.
Meta-Commentary
0.90
@Kenl-dz4te
Mar 4, 2025
You’re my favorite conservative journalist bro
You’re my favorite conservative journalist bro
Direct comment about the video creator/channel, praising them as a favorite journalist.
Meta-Commentary
0.90
VuNguyen-fv5jl
Jan 27, 2026
I remember when Tyler’s content was going to places and talking to people not being completely obsessed with immigrants….
I remember when Tyler’s content was going to places and talking to people not being completely obsessed with immigrants….
Critique of the content creator's focus and direction, commenting on the video/channel rather than immigration itself.
Meta-Commentary
0.90
lotusfaeee
Jan 27, 2026
????????????????????????????
????????????????????????????
String of question marks indicates confusion or skepticism about the video content itself rather than substantive engagement.
Meta-Commentary
0.90
@israelimeduza
Mar 4, 2025
NOOOOO WAY YOU LISTENED TO ME !!!!! I told you last week to post a video on this
NOOOOO WAY YOU LISTENED TO ME !!!!! I told you last week to post a video on this
Comment about the video creator's content decisions and prior interaction with the commenter.
Meta-Commentary
0.90
Wooski_95
Jan 27, 2026
nah F this man im unsubbing
nah F this man im unsubbing
Expresses dissatisfaction with the channel and announces intention to unsubscribe.
Meta-Commentary
0.90
drk90009
Jan 27, 2026
Cognitive decline on full display with Lena.
Cognitive decline on full display with Lena.
Personal attack on a video participant (Lena) rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
nothingpersonal878
Feb 27, 2026
Tyler didn't fist fight a single black dude in this video. You changed man.
Tyler didn't fist fight a single black dude in this video. You changed man.
Comments on the video creator's content and perceived change in behavior, with sarcastic tone.
50andURnotLOLOLOL
Jan 27, 2026
Nothing to do with the video….but fuq Tyler Fuq racists
Nothing to do with the video….but fuq Tyler Fuq racists
Commenter explicitly states their remark is unrelated to the video content and instead addresses external figures and attitudes.
Meta-Commentary
0.90
rayquanbrown8500
Jan 27, 2026
All your videos are so negative. Do some positive stuff
All your videos are so negative. Do some positive stuff
Critique directed at the channel's content strategy and tone rather than the immigration topic itself.
Meta-Commentary
0.90
SG5782SG
Jan 27, 2026
Who is she in the back?
Who is she in the back?
A clarification question about video content rather than substantive engagement with the topic.
Meta-Commentary
0.90
@RafaelDelVillar-oo9gl
Mar 4, 2025
bro didnt this guy quit? spineless dude
bro didnt this guy quit? spineless dude
Comment about Trudeau's resignation status and character, dismissing his relevance rather than engaging with policy.
Meta-Commentary
0.90
@arturozuniga4875
Mar 4, 2025
its all trump!
its all trump!
Vague attribution of blame to Trump without substantive argument, functioning as reactive commentary rather than discourse.
Meta-Commentary
0.90
@danielson101
Mar 4, 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)