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
0:42 omfg that's trinity commons I can't believe I missed the opportunity to meet Tyler.
0:42 omfg that's trinity commons I can't believe I missed the opportunity to meet Tyler.
Comment references a specific moment in the video and expresses personal reaction to missing an opportunity to meet someone featured.
Meta-Commentary
0.95
Lunk42
Jan 28, 2026
Bike bro was unfathomably based
Bike bro was unfathomably based
Comment about a person featured in the video ('Bike bro'), using slang to express approval of their behavior.
Meta-Commentary
0.95
AsentrixYT
Jan 27, 2026
Great speech!!
Great speech!!
Simple praise of the speech itself, commenting on the video content rather than substantive policy discussion.
Meta-Commentary
0.95
@kayesechrest4757
Mar 4, 2025
@MarkJCarney
@MarkJCarney
Appears to be a mention/tag of another user rather than substantive immigration discourse.
Meta-Commentary
0.95
TheEric780
Jan 27, 2026
Great video!
Great video!
Brief praise of the video itself with no substantive engagement with immigration discourse.
Meta-Commentary
0.95
GailBurfoot
Aug 30, 2025
This guy interviews 3 people and bases everything off of that
This guy interviews 3 people and bases everything off of that
Commenter critiques the video's methodology and journalistic approach rather than discussing immigration itself.
Meta-Commentary
0.95
MegaLejs
Jan 28, 2026
Question 13 is incorrect, it's Brunswick not Quebec. Question 80 is incorrect, it is Iceland.
Question 13 is incorrect, it's Brunswick not Quebec.
Question 80 is incorrect, it is Iceland.
Corrects specific quiz answers from the video, focusing on video content accuracy rather than immigration policy.
Meta-Commentary
0.95
starwaffles4985
Dec 17, 2025
I am so glad... you covered this.
I am so glad... you covered this.
Comment expresses appreciation for the video content itself rather than engaging with immigration topics.
Meta-Commentary
0.95
kichithewolfie6929
Jan 27, 2026
Brillant speech !!!!
Brillant speech !!!!
Brief praise of the speech itself, commenting on the video content rather than substantive policy discussion.
Meta-Commentary
0.95
@golf2093
Mar 4, 2025
Great video!
Great video!
Brief praise of the video itself with no substantive engagement with immigration or policy content.
Meta-Commentary
0.95
@snowdriftwood
Mar 4, 2025
Where is his Tie from?Brioni? Zegna? Anyone know?
Where is his Tie from?Brioni? Zegna? Anyone know?
Off-topic question about a speaker's clothing brand, unrelated to the video's content.
Meta-Commentary
0.95
@capitalstockholm150
Mar 4, 2025
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
Thanks for shedding light on this issue Tyler! Keep up the good work 🎉
Thanks for shedding light on this issue Tyler! Keep up the good work 🎉
Directly addresses the video creator and channel content, praising the video itself rather than discussing immigration policy.
Meta-Commentary
0.95
Jason-eg9dt
Jan 27, 2026
I'm gonna need a whole video interviewing the guy on the bike please and thank you
I'm gonna need a whole video interviewing the guy on the bike please and thank you
Direct request about video content, asking for additional footage featuring a specific person from the video.
Meta-Commentary
0.95
viw8622
Jan 28, 2026
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
Wow easy to get into Canada
Wow easy to get into Canada
Points out factual errors in the video content itself rather than engaging with immigration discourse.
Meta-Commentary
0.95
ginasamuel1158
Dec 17, 2025
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
0:33 I thought this was Mutahar
0:33 I thought this was Mutahar
Comment about video content mistaking someone for another person, purely meta-level observation.
Meta-Commentary
0.95
SupaNoob_
Jan 27, 2026
Brampton mentioned 🎉
Brampton mentioned 🎉
Celebrates that Brampton was mentioned in the video, reacting to the video's subject matter.
Meta-Commentary
0.95
cloudspill69
Jan 27, 2026
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be a turd.
Commenter critiques the video host's interviewing style and behavior, not the immigration topic itself.
Meta-Commentary
0.95
xT0K0x
Oct 2, 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)