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
4:56 Love this guy! He’s aware of reality and he’s honest!
4:56 Love this guy! He’s aware of reality and he’s honest!
Comments on the video content and praises a speaker featured in it.
Meta-Commentary
0.92
JMBBrasil
Feb 20, 2026
Don't miss SATURDAY NIGHT LIVE THIS WEEKEND ???????❤
Don't miss SATURDAY NIGHT LIVE THIS WEEKEND ???????❤
Comment about a television program (Saturday Night Live), unrelated to the video's content.
Meta-Commentary
0.92
@eddieking1851
Mar 4, 2025
9:32 bruh tyler is really doing Fkn Survey ads🤦🏽♂️
9:32 bruh tyler is really doing Fkn Survey ads🤦🏽♂️
Critiques the video content itself, specifically calling out survey advertisements at a timestamp.
Meta-Commentary
0.92
-Sloth--
Jan 27, 2026
I was expecting you to meet mutahar
I was expecting you to meet mutahar
Comments on the video content itself, expressing an expectation about who should have been featured in the documentary.
Meta-Commentary
0.92
squad-kl3ek
Jan 28, 2026
7:38 Nepali Guy
7:38 Nepali Guy
The comment identifies a specific person in the video by timestamp and nationality, purely referencing video content.
Meta-Commentary
0.92
deshantdevkota5273
Jan 29, 2026
I love how articulate this speech is
I love how articulate this speech is
Direct comment on the video content itself, praising the quality of the speech presentation.
Meta-Commentary
0.92
@affanafrizalgani9494
Mar 4, 2025
No way thank you for covering this
No way thank you for covering this
Brief appreciation directed at the video creator/content, not substantive immigration discourse.
Meta-Commentary
0.92
jasen_o8807
Jan 28, 2026
I’ve been waiting for this video forever
I’ve been waiting for this video forever
Comment expresses anticipation for the video content itself, addressing the channel/creator rather than substantive immigration discourse.
Meta-Commentary
0.92
TheHabsFan1909
Jan 27, 2026
Stuff it Trudeau
Stuff it Trudeau
Brief dismissive comment directed at Trudeau, functioning as meta-commentary on the video subject rather than substantive argument.
Meta-Commentary
0.92
@missapink6616
Mar 4, 2025
sir the lady at ur back look sharp
sir the lady at ur back look sharp
Commenter makes an observation about someone visible in the video background, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.92
@cheahtonghuat1809
Mar 4, 2025
@8:53 translation, its an idol.
@8:53 translation, its an idol.
Direct reference to video timestamp and content, providing commentary on the video itself rather than the immigration topic.
Meta-Commentary
0.92
NigelM18
Jan 29, 2026
This is old news!!!!
This is old news!!!!
Comments on the video content itself, dismissing it as outdated information.
Meta-Commentary
0.92
Mary-o7z2v
Dec 8, 2025
Stop with your AI lies to begin with
Stop with your AI lies to begin with
Directly critiques the video content itself, accusing it of using AI-generated misinformation.
Meta-Commentary
0.92
JithinJose-z5v
Feb 11, 2026
Booked for Mexico in early January ! 🇨🇦💙🇨🇦
Booked for Mexico in early January ! 🇨🇦💙🇨🇦
Off-topic personal travel announcement unrelated to the video's content about immigration policy.
Meta-Commentary
0.92
mrgolf67
Dec 9, 2025
The video we needed
The video we needed
Direct comment about the video itself, praising its content and relevance.
Meta-Commentary
0.92
grxve___
Jan 28, 2026
Thanks for this awesome video. I highly recommend watching this video a couple of times before the test.
Thanks for this awesome video.
I highly recommend watching this video a couple of times before the test.
Comment praising the video itself and recommending it for study purposes, directly addressing the content medium.
Meta-Commentary
0.92
rajiganiyy7756
Dec 27, 2025
Distinguished man speaking to a dreadful child.
Distinguished man speaking to a dreadful child.
Evaluates the speakers in the video itself rather than discussing immigration policy.
Meta-Commentary
0.92
@jsmcguireIII
Mar 4, 2025
wtf is this racism in the comments section
wtf is this racism in the comments section
Directly critiques the comments section itself rather than engaging with immigration policy or substantive issues.
Meta-Commentary
0.92
SomeoneAnonymousTuff
Oct 26, 2025
Get that guy on the bike a podcast he’s the goat
Get that guy on the bike a podcast he’s the goat
The comment praises a video participant and suggests creating a podcast, focusing on the video content and creator rather than immigration policy itself.
Meta-Commentary
0.92
X2Jason
Mar 1, 2026
2:03 this man is a gem
2:03 this man is a gem
Direct praise of a specific moment in the video, commenting on the content creator's performance.
Meta-Commentary
0.92
BreakingBogeyGolf
Jan 29, 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)