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
Tyler you always dropping bangers!!!
Tyler you always dropping bangers!!!
Direct praise of the video creator ('Tyler') and content quality, commenting on the channel rather than immigration policy.
Meta-Commentary
0.95
MarkDoesThings.
Jan 27, 2026
Part1 or Episode1???
Part1 or Episode1???
Questions the video's format or structure rather than engaging with immigration content.
Meta-Commentary
0.95
CashewBestofNuts
Jan 27, 2026
Great speaker !
Great speaker !
Brief praise directed at the speaker/video content rather than substantive engagement with immigration policy.
Meta-Commentary
0.95
@huitian177
Mar 4, 2025
Very helpful this video
Very helpful this video
Direct comment about the video's quality and usefulness.
Meta-Commentary
0.95
narjisvancouver6673
Aug 25, 2025
Dude on the bike is my spirit animal
Dude on the bike is my spirit animal
Casual reference to video content ('bike man') with no substantive immigration commentary.
Meta-Commentary
0.95
0hp_Rs
Mar 1, 2026
Of course this is on DNN. I mean CNN
Of course this is on DNN. I mean CNN
Comment about the video source/channel (CNN vs DNN), not about immigration or policy content.
Meta-Commentary
0.95
@rippleforeskinxrp358
Mar 4, 2025
Congrats, Aisling, on this interview! 🎉 Susanna
Congrats, Aisling, on this interview! 🎉 Susanna
Direct congratulations to the interviewer about the video itself, not about immigration policy.
Meta-Commentary
0.95
alemannicshaman2407
Dec 29, 2025
love your stuff
love your stuff
Generic praise directed at the video creator with no substantive engagement with immigration content.
Meta-Commentary
0.95
chaseme4248
Jan 27, 2026
22:45 love it 😂 🇹🇹🇹🇹🇹🇹🇹🇹
22:45 love it 😂 🇹🇹🇹🇹🇹🇹🇹🇹
References a specific timestamp in the video with emoji reaction, commenting on video content rather than immigration itself.
Meta-Commentary
0.95
missmud2053
Aug 25, 2025
Donald Trump
Donald Trump
Bare mention of a political figure's name without substantive commentary, likely referencing video content.
Meta-Commentary
0.95
@dustinbennett5346
Mar 4, 2025
????????????????????
????????????????????
Consists only of question marks, indicating reaction to the video content without substantive discourse.
Meta-Commentary
0.95
@rubygalatayo8357
Mar 4, 2025
whos the blond on the left??
whos the blond on the left??
Off-topic question about a person visible in the video, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.95
@CarlosPronx
Mar 4, 2025
Great speech ???
Great speech ???
Brief praise directed at the video/speech itself rather than substantive policy engagement.
Meta-Commentary
0.95
@isaolloni9032
Mar 5, 2025
@pwila blocked me 😂
@pwila blocked me 😂
Brief comment about being blocked by the video creator, addressing the platform/channel rather than the topic.
Meta-Commentary
0.95
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
I’m here for the comments and they are not disappointing!
I’m here for the comments and they are not disappointing!
Direct comment about the YouTube comment section itself, expressing entertainment value from other commenters' responses.
Meta-Commentary
0.95
Idahoprepper71
Jan 29, 2026
That guy with the bike and funny hat was hilarious
That guy with the bike and funny hat was hilarious
Comment references a specific person and moment in the video itself rather than discussing immigration policy or broader themes.
Meta-Commentary
0.95
dizzeedandan4744
Jan 27, 2026
I’ve been waiting for this video 🙏
I’ve been waiting for this video 🙏
Comment expresses anticipation for the video itself rather than engaging with immigration content.
Meta-Commentary
0.95
emanuelbegin1189
Jan 27, 2026
From the comments it seems that no one actually watched the whole video...
From the comments it seems that no one actually watched the whole video...
Comment critiques other commenters' engagement with the video content itself.
Meta-Commentary
0.95
b-nanaman7986
Sep 21, 2025
Good video but that thumbnail is an L
Good video but that thumbnail is an L
Provides feedback on the video's thumbnail design rather than engaging with immigration content.
Meta-Commentary
0.95
chadindisguise5150
Jan 28, 2026
Tyler please read your emails
Tyler please read your emails
Direct message to the video creator about administrative matters, completely off-topic from immigration discourse.
Meta-Commentary
0.95
azza-x3
Jan 28, 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)