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
Bike guy is an absolute legend.
Bike guy is an absolute legend.
Comment about a person featured in the video ('Bike guy'), not about immigration policy or discourse.
Meta-Commentary
0.95
CrashTestPilot
Jan 27, 2026
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
i like bike guy
i like bike guy
Brief comment about a person in the video ('bike guy'), referencing video content rather than immigration topic.
Meta-Commentary
0.95
mushroomgoblin7121
Jan 27, 2026
Will there be a part 2?
Will there be a part 2?
Simple question about the video content itself, requesting information about future uploads.
Meta-Commentary
0.95
graceinasamosir
Jan 27, 2026
this mofo don't miss
this mofo don't miss
Brief praise directed at the video creator/content, commenting on the video itself rather than immigration policy.
Meta-Commentary
0.95
HybridTrapMusic
Jan 27, 2026
In the first 5 min gang 💪🏻
In the first 5 min gang 💪🏻
Comment about being an early viewer of the video, purely meta-engagement with no substantive content.
Meta-Commentary
0.95
Dj99113
Jan 27, 2026
STOKED IT WAS UPLOADED 5 MIN AGO
STOKED IT WAS UPLOADED 5 MIN AGO
Expresses enthusiasm about video upload timing, purely about the content platform.
Meta-Commentary
0.95
Skaterjoeee
Jan 27, 2026
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
I saw that original thumbnail dawg you not slick
I saw that original thumbnail dawg you not slick
Direct commentary about the video's thumbnail, addressing the creator's editing choices.
Meta-Commentary
0.95
snake0209
Jan 27, 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
Based cyclist guy was spitting non stop facts.
Based cyclist guy was spitting non stop facts.
Brief endorsement of a person featured in the video, commenting on the video content rather than immigration policy itself.
Meta-Commentary
0.95
strauss7151
Feb 10, 2026
yooo you came here in montréal???
yooo you came here in montréal???
Casual comment about the video creator's location, addressing them directly about Montreal.
Meta-Commentary
0.95
Sara-fl7bh
Feb 10, 2026
Whyd he zoom in on his feet lol
Whyd he zoom in on his feet lol
Comment questions a specific editing choice in the video itself rather than engaging with immigration content.
Meta-Commentary
0.95
thatoneguyiguessidk
Jan 27, 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
Whoever wrote this speech is savage #bigthings!
Whoever wrote this speech is savage #bigthings!
Praises the speechwriter and the speech itself, commenting on the video content rather than the policy issues.
Meta-Commentary
0.95
@annabellejohnson3549
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
5:20 this guy is a real one
5:20 this guy is a real one
References a specific timestamp and person in the video, commenting on the video content itself rather than immigration policy.
Meta-Commentary
0.95
elibonham4388
Jan 27, 2026
Fantastic work as always Michelle 🙏🏻
Fantastic work as always Michelle 🙏🏻
Praise directed at the video creator (Michelle), commenting on the channel's work rather than immigration policy itself.
Meta-Commentary
0.95
lyndasmith6809
Oct 1, 2025
I like that bike guy
I like that bike guy
Brief comment about a person featured in the video, unrelated to immigration discourse.
Meta-Commentary
0.95
ratherbill
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
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)