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
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
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
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
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
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
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
Thank you so much for these who did this video- I did my test today got 20/20. Just read the book and watched this video. Thank you once again!
Thank you so much for these who did this video- I did my test today got 20/20. Just read the book and watched this video. Thank you once again!
The commenter thanks the video creator for educational content that helped them achieve a perfect test score, addressing the video itself rather than immigration policy.
Meta-Commentary
0.95
abdullahal-husseini1641
Dec 20, 2025
Is this video incomplete? Kinda ends abruptly. ...?
Is this video incomplete? Kinda ends abruptly. ...?
Question about video editing/completeness, focused on technical aspects of the video itself.
Meta-Commentary
0.95
ltldev
Jan 27, 2026
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
The commenter thanks the video creator for educational content that helped them pass a test, addressing the video itself rather than the immigration topic.
Meta-Commentary
0.95
dalvirkaur9821
Dec 21, 2025
He just called trump dump? 8:25
He just called trump dump? 8:25
Commenter is noting a specific moment in the video (timestamp 8:25) and Trudeau's word choice.
Meta-Commentary
0.95
@althafkp4698
Mar 4, 2025
I know the guy on the bike his name is Gary
I know the guy on the bike his name is Gary
Comment identifies a person in the video by name, directly referencing the video content itself.
Meta-Commentary
0.95
cloudspill69
Jan 27, 2026
Okay I’ll watch to look
Okay I’ll watch to look
Brief statement about the commenter's intention to watch the video, directly referencing the content itself.
Meta-Commentary
0.95
@Jesuslovesme1998
Mar 4, 2025
Who is the blonde woman on the left?
Who is the blonde woman on the left?
Comment asks about a person visible in the video, directly referencing the video content itself rather than the immigration topic.
Meta-Commentary
0.95
@MONOFA-X
Mar 4, 2025
That was a weird ending to the video…
That was a weird ending to the video…
Direct comment about the video's structure and conclusion, not about immigration itself.
Meta-Commentary
0.95
cellinitv2756
Jan 29, 2026
You couldn't just show the whole speech and questions huh?
You couldn't just show the whole speech and questions huh?
Directly critiques the video's editing choices and content presentation rather than the subject matter.
Meta-Commentary
0.95
@iCanHazTwentyLetters
Mar 5, 2025
comment section is full of bots
comment section is full of bots
Directly comments on the YouTube comment section itself, claiming it contains bots.
Meta-Commentary
0.95
@consterlaTV
Mar 4, 2025
Thank you very much for the video I get 17/20 for my test
Thank you very much for the video I get 17/20 for my test
Comment about using the video for educational test preparation, directly referencing the video itself rather than immigration topic.
Meta-Commentary
0.95
yifangxie844
Feb 12, 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)