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
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
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
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
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
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
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
@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
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
News anchors: please pronounce fentanyl correctly. It is fen-tan-nil, not fen-tan-ol. You should know that by now.
News anchors: please pronounce fentanyl correctly. It is fen-tan-nil, not fen-tan-ol. You should know that by now.
Critiques news anchors' pronunciation on the video, commenting on media performance rather than immigration policy.
Meta-Commentary
0.95
@bibu1973
Mar 4, 2025
This is the most anti-migrant channel I have ever come across.
This is the most anti-migrant channel I have ever come across.
Directly critiques the YouTube channel itself for its anti-migrant stance.
Meta-Commentary
0.95
KelsJune
Jan 27, 2026
you video is back let's go
you video is back let's go
Comment about the video itself and channel content, expressing approval of the video's return.
Meta-Commentary
0.95
theunderdog690
Feb 5, 2026
Nelson e são Bernardo do campo sp Brazil valeu
Nelson e são Bernardo do campo sp Brazil valeu
Spam-like comment with location tags unrelated to video content, appears to be bot or off-topic posting.
Meta-Commentary
0.95
nelsondasilvafernandesfern2964
Dec 9, 2025
I love the Monkey King statue
I love the Monkey King statue
Off-topic comment about a statue visible in the video, unrelated to immigration discourse.
Meta-Commentary
0.95
server1ok
Jan 27, 2026
Weak answers 🙄
Weak answers 🙄
Brief dismissive comment about the video content/speakers, offering no substantive argument.
Meta-Commentary
0.95
aydaalaska1739
Sep 28, 2025
😊 1:57 this man is so beyond accurate 2:09
😊 1:57 this man is so beyond accurate 2:09
Comment references specific timestamps in the video and praises the content creator's accuracy, focusing on the video itself rather than immigration policy.
Meta-Commentary
0.95
christiancrow
Jan 27, 2026
4:08 Bro knows ball.
4:08 Bro knows ball.
Brief approval of a video segment ('Bro knows ball'), commentary on the video content rather than immigration.
Meta-Commentary
0.95
SimonPaquin-y5g
Jan 27, 2026
Is this AI?
Is this AI?
Questions whether the video content is AI-generated, commenting on the video itself rather than immigration policy.
Meta-Commentary
0.95
Jaybird662
Jan 15, 2026
OH BOY this video's gonna BOOM 🔥
OH BOY this video's gonna BOOM 🔥
Comment about the video itself and its anticipated reception, with no substantive engagement with immigration topic.
Meta-Commentary
0.95
j_vinsmoke2576
Jan 27, 2026
7:53 why zoom in on sandals. You are so fucking pathetic
7:53 why zoom in on sandals. You are so fucking pathetic
Criticizes the video creator's editorial choice to zoom in on a specific detail, calling it pathetic.
Meta-Commentary
0.95
chadchaddington5786
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)