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
Thank you Tyler ❤
Thank you Tyler ❤
Direct appreciation message to the video creator (Tyler), purely meta-commentary about the content.
Meta-Commentary
0.98
i-am-frenchie2480
Jan 27, 2026
21:35 GOOD JUMPSCARE!!!
21:35 GOOD JUMPSCARE!!!
Comment references a specific moment in the video (timestamp 21:35) and reacts to its content rather than discussing immigration.
Meta-Commentary
0.98
InsideOutMedia23
Jan 27, 2026
Change your thumbnail bro
Change your thumbnail bro
Feedback directed at the video creator about thumbnail design, purely meta-level commentary.
Meta-Commentary
0.98
PranavKamble-x8w
Jan 29, 2026
@rocanews very good video
@rocanews very good video
Direct praise of the video and channel, commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.98
mnkwazi
Sep 19, 2025
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Feedback about the video's educational content and the commenter's test performance.
Meta-Commentary
0.98
roserai8164
Sep 15, 2025
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to thank you all for your engagement. Stay tuned for more. 😊😊😊
Channel creator thanking viewers and subscribers for engagement; purely meta-commentary about the video and audience interaction.
Meta-Commentary
0.98
JamCan6322
Aug 30, 2025
139 is wrong the answer should be C
139 is wrong the answer should be C
The commenter disputes a specific answer in the video's test material, addressing the educational content rather than immigration discourse.
Meta-Commentary
0.98
magh1538
Dec 20, 2025
Buddy in red on the thumbnail looks like Devon Larratt lol
Buddy in red on the thumbnail looks like Devon Larratt lol
Comment about the video thumbnail and a person's appearance, not about immigration content.
Meta-Commentary
0.98
luchache6481
Jan 27, 2026
Youtube brought the video back!
Youtube brought the video back!
This comment is about YouTube's platform actions (video removal/restoration) rather than the immigration topic.
Meta-Commentary
0.96
EJWoody
Feb 4, 2026
13:15 "audentes fortuna iuvat" shout out KCD2
13:15 "audentes fortuna iuvat" shout out KCD2
The comment references a specific timestamp in the video and appears to be a shout-out to the creator or content, not engaging with immigration discourse.
Meta-Commentary
0.95
cherrymikegaming
Jan 27, 2026
8:16 this man is a legend
8:16 this man is a legend
Comment about a specific moment in the video praising an individual featured in it.
Meta-Commentary
0.95
facksmasheen
Jan 27, 2026
real journalism right there
real journalism right there
Brief comment evaluating the video's journalistic quality, directly addressing the content creator's work.
Meta-Commentary
0.95
theunderdog690
Jan 27, 2026
Thank you Tyler
Thank you Tyler
Brief acknowledgment of the video creator with no substantive immigration discourse.
Meta-Commentary
0.95
6ixxdavid
Jan 27, 2026
Usual CTV BS
Usual CTV BS
Comment dismisses the news source (CTV) rather than engaging with immigration content.
Meta-Commentary
0.95
Lovemypersiancats
Dec 24, 2025
????????????????????
????????????????????
Consists only of question marks, indicating reaction to the video content without substantive discourse.
Meta-Commentary
0.95
@rubygalatayo8357
Mar 4, 2025
I’m not interested in hearing your commentary, I wan to listen to Prime Minister
I’m not interested in hearing your commentary, I wan to listen to Prime Minister
Directly critiques the video content and requests focus on the Prime Minister rather than commentary.
Meta-Commentary
0.95
@circusfactory
Mar 4, 2025
The guy with the orange vest and bike should have his own show! That guy was hilarious.
The guy with the orange vest and bike should have his own show! That guy was hilarious.
Comment about a person featured in the video itself, praising their entertainment value.
Meta-Commentary
0.95
EZdoesIT408
Mar 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
TYLER IS ON FIRE LOL
TYLER IS ON FIRE LOL
Comment references 'Tyler' (likely the video creator) and praises their performance, focusing on the video/creator rather than immigration content.
Meta-Commentary
0.95
gbkbtk
Jan 27, 2026
I’m just here for the comments lol
I’m just here for the comments lol
Comment about engagement with the comment section itself rather than the video topic.
Meta-Commentary
0.95
BubbaTheChihuahua1
Jan 27, 2026
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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)