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
Such an elegant man!
Such an elegant man!
Comment expresses a personal aesthetic judgment about the video subject rather than engaging with substantive content.
Meta-Commentary
0.85
@mcmircaba
Mar 4, 2025
How refreshing
How refreshing
Minimal comment expressing approval of the video's content or approach.
Meta-Commentary
0.85
@Max2nice
Mar 4, 2025
i live in canada and i hate this girl
i live in canada and i hate this girl
Personal opinion about the video creator rather than substantive engagement with immigration or policy content.
Meta-Commentary
0.85
@4rvintv289
Mar 4, 2025
Trump is such a dipsh*t
Trump is such a dipsh*t
Personal insult directed at a political figure, not substantive engagement with immigration policy or the video content.
Meta-Commentary
0.85
@fallen546
Mar 4, 2025
Useless channel, laughing when the guy says he hates African people......shame!
Useless channel, laughing when the guy says he hates African people......shame!
Commenter criticizes the video/channel for laughing at racist statements, combining criticism of the content creator with an implicit moral objection.
cliffordmilemba3639
Jan 27, 2026
Let's see how well you do good luck.
Let's see how well you do good luck.
Comment addresses the video/channel itself, expressing interest in how well the presenter performs.
Meta-Commentary
0.85
@chrisunderhill8853
Mar 4, 2025
Canada police Body Cams must be hilarious
Canada police Body Cams must be hilarious
Comment about the video content itself (police body camera footage) rather than immigration policy.
Meta-Commentary
0.85
ComandanteJ-
Jan 27, 2026
bro doesn't miss
bro doesn't miss
Comment expresses approval of the video content itself ('doesn't miss'), referring to the creator's performance rather than engaging with immigration topics.
Meta-Commentary
0.85
happyuser0
Jan 27, 2026
Singhing and Dancing!
Singhing and Dancing!
Brief observation about singing and dancing in the video, commenting on video content rather than immigration policy or issues.
Meta-Commentary
0.85
KODAKJACK47
Jan 27, 2026
Everyone in this comment section is so stupid. \n\nThis guys was supposed to step down??
Everyone in this comment section is so stupid. \n\nThis guys was supposed to step down??
Comment dismisses other commenters as stupid and questions the video's premise, focusing on the discourse itself rather than substantive immigration or policy discussion.
Meta-Commentary
0.85
@ThomasPalacio10
Mar 4, 2025
Damn I would have said what’s up 😂. Never expected Tyler to show up here outta all places 😂
Damn I would have said what’s up 😂. Never expected Tyler to show up here outta all places 😂
Expresses surprise at the creator's appearance in an unexpected context, using humor to comment on the video/channel itself.
rishipathak9394
Jan 27, 2026
Who is this prick i thought he got thrown out of parliament????
Who is this prick i thought he got thrown out of parliament????
Questions the identity/credibility of the person in the video rather than engaging with immigration policy content.
Meta-Commentary
0.85
@patronsclub7380
Mar 4, 2025
Since Trudeau announced he would step down, it seems like he's become much more grounded and pragmatic.
Since Trudeau announced he would step down, it seems like he's become much more grounded and pragmatic.
Observational comment about Trudeau's recent behavior change following his resignation announcement, not directly about immigration policy.
Meta-Commentary
0.85
@user-fdb4gu7mj98fd
Mar 4, 2025
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
Comment about the video content and a specific speaker's authenticity, evaluating the presentation rather than the topic itself.
Meta-Commentary
0.85
HigzyTeflon
Jan 27, 2026
8 mins-He doesnt like living there but "the price was right"
8 mins-He doesnt like living there but "the price was right"
References a specific timestamp and quotes from the video, commenting on the content and a person featured in it.
Meta-Commentary
0.85
chipdouglaschipdouglas
Jan 27, 2026
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
Comment critiques the rhetorical strategy and emotional appeal of another commenter rather than addressing immigration policy directly.
Meta-Commentary
0.85
kentonkruger8333
Jan 15, 2026
0:44 aren’t those US agents
0:44 aren’t those US agents
Questions content in the video itself, asking about identification of people shown at a specific timestamp.
Meta-Commentary
0.85
thecoolguynamedal
Jan 15, 2026
big irony at timestamp 9.00, i laughed so loud had we rolling
big irony at timestamp 9.00, i laughed so loud had we rolling
Comment about the video content itself, noting a humorous moment at a specific timestamp.
X_Y_Z.humza_ali_mazari
Jan 11, 2026
Dude on bike definitely got his play button stuck.
Dude on bike definitely got his play button stuck.
Comments on a person visible in the video (the cyclist) rather than the immigration topic itself.
lm292000
Jan 27, 2026
Thank God you’re still alive and blessing us with bangers!
Thank God you’re still alive and blessing us with bangers!
Addresses the video creator directly with appreciation, commenting on the channel rather than immigration policy.
valter3743
Jan 27, 2026
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)