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
OH....MY.....GOD!!
OH....MY.....GOD!!
Expresses shock or strong reaction to the video content itself without substantive engagement with the topic.
Meta-Commentary
0.95
troyphillips6481
Jan 27, 2026
1:40 Spot on..
1:40 Spot on..
Brief agreement with a specific timestamp in the video, commenting on the video content itself.
Meta-Commentary
0.95
sowhjfnalknfalknflnfln
Aug 26, 2025
Boredom cured for 20 min
Boredom cured for 20 min
Comments on the video's entertainment value rather than engaging with immigration content.
Meta-Commentary
0.95
lougaI
Jan 27, 2026
Best YouTube channel ever 💯💯
Best YouTube channel ever 💯💯
Comment praises the YouTube channel itself rather than engaging with immigration content.
Meta-Commentary
0.95
DustanJeffers
Jan 27, 2026
Bike guy is an absolute legend
Bike guy is an absolute legend
Comment praises a person featured in the video ('bike guy'), making it commentary about video content rather than immigration discourse.
Meta-Commentary
0.95
vdq
Jan 28, 2026
Man on the bike love that guy
Man on the bike love that guy
Brief comment about a person visible in the video content rather than engaging with immigration discourse.
Meta-Commentary
0.95
souvikdhar5336
Jan 29, 2026
Daaaaaamn you got balls man Ive seen almost all your videos ahahaha
Daaaaaamn you got balls man Ive seen almost all your videos ahahaha
Compliments the creator's boldness and references their other videos, engaging with the channel rather than the topic.
Meta-Commentary
0.95
Cowabunga-Bangarang
Jan 27, 2026
WHY IS MY DAD INTHIS VIDEO
WHY IS MY DAD INTHIS VIDEO
Comment about the video content itself, noting personal connection to someone appearing in it.
Meta-Commentary
0.95
SarbjitkaurSandhu-m5i
Feb 21, 2026
4:50 might be the funniest part of this vdieo 😂😂😂😂
4:50 might be the funniest part of this vdieo 😂😂😂😂
Comments directly on the video content itself, referencing a specific timestamp and finding it humorous.
Meta-Commentary
0.95
2004u
Jan 29, 2026
??????????????????????
??????????????????????
String of question marks indicating confusion or skepticism about the video content itself rather than substantive engagement.
Meta-Commentary
0.95
@ndpower8298
Mar 4, 2025
Your new Subscriber 👍🏽
Your new Subscriber 👍🏽
Comment addresses the video creator/channel directly with a subscription message.
Meta-Commentary
0.95
009kenisha
Aug 25, 2025
Fantastic video, really appreciate your effort!
Fantastic video, really appreciate your effort!
Directly praises the video content and creator's effort, commenting on the video itself rather than the immigration topic.
Meta-Commentary
0.95
@AlhassanJalloh-q5g
Mar 5, 2025
Whyd he zoom in on his feet lol
Whyd he zoom in on his feet lol
Comment questions a specific editing choice in the video itself rather than engaging with immigration content.
Meta-Commentary
0.95
thatoneguyiguessidk
Jan 27, 2026
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Comment addresses the video creator and channel directly, praising the content and encouraging continued uploads.
Meta-Commentary
0.95
CNBBlockz
Feb 25, 2026
That looks like a Manet on her wall.
That looks like a Manet on her wall.
Comment discusses an artwork visible in the video rather than immigration content.
Meta-Commentary
0.95
BigPress253
Feb 28, 2026
6:47 thought id never see a scene from family guy
6:47 thought id never see a scene from family guy
Comments on a specific scene in the video, referencing Family Guy.
Meta-Commentary
0.95
BoredThatsWhy
Jan 27, 2026
So happy I found your channel!
So happy I found your channel!
Direct comment about discovering and appreciating the YouTube channel itself.
Meta-Commentary
0.95
stardustshorty
Aug 27, 2025
HI FROM NEW ZEALAND ???????????????✌?✌?
HI FROM NEW ZEALAND ???????????????✌?✌?
A greeting from another country with no substantive engagement with the video content.
Meta-Commentary
0.95
@kalamelusipaia
Mar 4, 2025
how did you get a front car camera and a drone camera without the guy noticing lolol
how did you get a front car camera and a drone camera without the guy noticing lolol
Comment questions the video production methods, focusing on how footage was captured rather than immigration content.
Meta-Commentary
0.95
rgcv8178
Jan 27, 2026
STOKED IT WAS UPLOADED 5 MIN AGO
STOKED IT WAS UPLOADED 5 MIN AGO
Expresses enthusiasm about video upload timing, purely about the content platform.
Meta-Commentary
0.95
Skaterjoeee
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)