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
This comment section is 95% bots just talking to each other lol.
This comment section is 95% bots just talking to each other lol.
Direct commentary on the comment section itself, observing that most comments appear to be bots.
Meta-Commentary
0.95
@moabman6803
Mar 4, 2025
Deleting comments that don’t align? Smh
Deleting comments that don’t align? Smh
Direct comment about moderation practices and comment deletion on the platform itself.
Meta-Commentary
0.95
@LikeJurust-jc9vb
Mar 5, 2025
OMG FINALLY, THANK YOU TYLER! I've been waiting for this episode for so long
OMG FINALLY, THANK YOU TYLER! I've been waiting for this episode for so long
Direct praise for the video creator and episode, commenting on the content itself rather than immigration.
Meta-Commentary
0.95
MegaBrandon808
Jan 29, 2026
Thank you so much for this video ,I just passed the test 19/20🎉
Thank you so much for this video ,I just passed the test 19/20🎉
Comment about the video itself, thanking the creator and reporting personal test results.
Meta-Commentary
0.95
rahilshafique7188
Feb 27, 2026
This video helped me pass my test very easily.. passed in 7 mins with a 19/20.. very helpful. Thanks to the creator
This video helped me pass my test very easily.. passed in 7 mins with a 19/20.. very helpful. Thanks to the creator
Comment about the video's educational utility and thanks to the creator; unrelated to immigration discourse.
Meta-Commentary
0.95
ChrisFeboh
Feb 8, 2026
He sounds like Stephen Amell.
He sounds like Stephen Amell.
Observational comment comparing Trudeau's appearance or voice to an actor, focused on presentation rather than substance.
Meta-Commentary
0.95
@Styrofo4m
Mar 5, 2025
Please tell me we are getting part 2, it was getting juicy. I commented Tyler for his bravery though,
Please tell me we are getting part 2, it was getting juicy. I commented Tyler for his bravery though,
Comment requests continuation of the video and references the video content/creator directly.
Meta-Commentary
0.95
goldenproxie7615
Feb 4, 2026
Love Michelle ❤
Love Michelle ❤
Comment about the video creator ('Love Michelle'), not about immigration policy or discourse.
Meta-Commentary
0.95
Alleykat1313
Oct 2, 2025
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
The bike guy is speaking 💯💯💯
The bike guy is speaking 💯💯💯
Brief endorsement of another commenter's statement ('bike guy'), referencing the video content rather than substantive argument.
Meta-Commentary
0.95
redfield4759
Jan 27, 2026
what a speech
what a speech
Generic praise of the speech itself; direct commentary on the video content rather than substantive discourse about immigration policy.
Meta-Commentary
0.95
@c0jaaaa
Mar 5, 2025
WHERE IS SOUTHPARK!!!???
WHERE IS SOUTHPARK!!!???
Comment expresses frustration about missing South Park content, directly addressing the video/channel rather than immigration policy.
Meta-Commentary
0.95
@FedsThinkingHard
Mar 4, 2025
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
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
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
Great video
Great video
Generic praise of the video itself with no substantive engagement with immigration topics.
Meta-Commentary
0.95
Terence.McKenna
Sep 20, 2025
Thank you so much for this video...... I took the test today and i got 17 out of 20 by watching just this video for once, nothing else so its really helpful
Thank you so much for this video...... I took the test today and i got 17 out of 20 by watching just this video for once, nothing else so its really helpful
Comment about the video's educational utility and effectiveness for test preparation, unrelated to immigration discourse.
Meta-Commentary
0.95
ajaypatel8528
Feb 6, 2026
Narrator sounds like Anthony Bourdain
Narrator sounds like Anthony Bourdain
Comments on the narrator's voice and style, directly addressing the video production itself rather than the content topic.
Meta-Commentary
0.95
mattpuzhitsky
Sep 22, 2025
Thank you for this video...I did my test yesterday and got 20 out of 20....all my questions were from this video or along the lines....I watched this video about 5 times and it was really …
Thank you for this video...I did my test yesterday and got 20 out of 20....all my questions were from this video or along the lines....I watched this video about 5 times and it was really worth it....whenever you're driving or working you can just listen to the video and test yourself, trust me you won't regret it
Comment discusses the video's usefulness and effectiveness as a study tool, addressing the video itself rather than immigration policy.
Meta-Commentary
0.95
emilejohnson8681
Dec 20, 2025
6:53 he speaks directly to Trump
6:53 he speaks directly to Trump
Comment observes and notes the video content itself (the speaker's direct address to Trump).
Meta-Commentary
0.95
@daniebello
Mar 4, 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)