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
Speaks normal speed if you turn on 2x
Speaks normal speed if you turn on 2x
Technical comment about video playback speed, addressing the video itself rather than immigration content.
Meta-Commentary
0.95
@giaour.
Mar 4, 2025
I think the
I think the
Incomplete comment that appears to be a false start or technical error with no substantive content.
Meta-Commentary
0.95
@concern-ity
Feb 21, 2026
Rapidly becoming my favorite YouTuber!!!
Rapidly becoming my favorite YouTuber!!!
Direct comment about the video creator/channel, expressing appreciation for the YouTuber.
Meta-Commentary
0.95
blairl6304
Jan 27, 2026
Yes!!! It's back! 😁
Yes!!! It's back! 😁
Comment expresses satisfaction that a video has been reposted, directly referencing the video itself rather than immigration content.
Meta-Commentary
0.95
ShadowsandCityLights
Feb 3, 2026
Crybaby channel
Crybaby channel
A dismissive comment about the channel itself rather than the content or topic.
Meta-Commentary
0.95
@Abraxastrust
Mar 4, 2025
Glad the video is back 🙌
Glad the video is back 🙌
Comment expresses satisfaction about video reposting, directly referencing the video's return rather than immigration content.
Meta-Commentary
0.95
katwalks
Feb 3, 2026
Highly recommend this video! I read the book once and watched this video 4 days before the test and I got 20/20
Highly recommend this video! I read the book once and watched this video 4 days before the test and I got 20/20
Recommends the video and discusses its usefulness for test preparation, directly commenting on the video's value.
Meta-Commentary
0.95
tlpt97
Dec 5, 2025
thank you! got 20/20 today.
thank you! got 20/20 today.
Personal note about video performance or personal achievement unrelated to immigration discourse.
Meta-Commentary
0.95
unknownking21
Feb 2, 2026
19/20 thanks
19/20 thanks
Brief gratitude for video helpfulness with exam score; unrelated to immigration topic.
Meta-Commentary
0.95
williamcui3526
Jul 27, 2025
You're a G Tyler O!
You're a G Tyler O!
Direct address to the video creator praising them, commenting on the person rather than the immigration topic.
Meta-Commentary
0.95
BlackSheep_216
Jan 27, 2026
Damn this comment section is a cesspool of racists
Damn this comment section is a cesspool of racists
Comment critiques other commenters and the comment section itself rather than engaging with immigration content.
Meta-Commentary
0.95
neelpimpalkhute5242
Jan 27, 2026
Thank you very much, my exam was today and I passed 19/20 ❤
Thank you very much, my exam was today and I passed 19/20 ❤
Personal success story about passing an exam thanks to the video; unrelated to immigration topic.
Meta-Commentary
0.95
IntsarAbdalrhman
Jul 29, 2025
Why is the Turkish translation of the videos late?
Why is the Turkish translation of the videos late?
Questions about video production logistics and channel operations directed at the creator.
Meta-Commentary
0.95
BaranYıldız-b2u
Jan 27, 2026
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
Comment about the video itself, praising its quality and expressing gratitude for the educational content.
Meta-Commentary
0.95
Jeetgill123
Sep 9, 2025
Huge thanks to the creator of this video. 🎉 Thank you very much !!
Huge thanks to the creator of this video. 🎉 Thank you very much !!
Expression of gratitude to the video creator; unrelated to immigration topic.
Meta-Commentary
0.95
tavleensingh1543
Jul 29, 2025
Looked at the first 100 comments. Not one in favour of DT. Obviously highly filtered comments!
Looked at the first 100 comments. Not one in favour of DT. Obviously highly filtered comments!
Comments on the video's comment moderation and filtering practices.
Meta-Commentary
0.95
@bobuk161
Mar 4, 2025
I just passed my 17/20 this video was very very helpful thanks to who ever dropped this video 🙌🙌🙌
I just passed my 17/20 this video was very very helpful thanks to who ever dropped this video 🙌🙌🙌
Comment about the video's helpfulness and gratitude to the creator; unrelated to immigration topic.
Meta-Commentary
0.95
Moyorominiyi
Jul 30, 2025
7:53 wtf was that closeup
7:53 wtf was that closeup
Comment about a specific moment in the video itself, critiquing the video's production choices.
Meta-Commentary
0.95
fantastic4-skins
Feb 15, 2026
great to see the video was put back on youtube @tyler oliveira
great to see the video was put back on youtube @tyler oliveira
Comment directly addresses the video's platform status and creator, discussing YouTube moderation rather than immigration content.
Meta-Commentary
0.95
chamilton705
Feb 3, 2026
incredible video , well done ..,
incredible video , well done ..,
Praise directed at the video content and creator, not addressing immigration policy or issues.
Meta-Commentary
0.95
Matias-music-71
Oct 5, 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)