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
Buddy on the bike is honest and chill
Buddy on the bike is honest and chill
Comment evaluates a person featured in the video rather than discussing immigration policy or broader themes.
Meta-Commentary
0.90
Alex-c8w5x
Jan 27, 2026
The guy on the bike is totally correct
The guy on the bike is totally correct
Comment about another commenter or video subject ('the guy on the bike') without substantive content.
Meta-Commentary
0.90
rft0920
Jan 27, 2026
guy on the bike based
guy on the bike based
Brief evaluative comment about a person featured in the video using slang approval.
Meta-Commentary
0.90
ashleyoasis7948
Jan 27, 2026
Pakistani guy made some good valid points
Pakistani guy made some good valid points
Brief comment evaluating the video content and a participant's arguments rather than engaging with immigration discourse directly.
Meta-Commentary
0.90
ijeshwardhillon4927
Sep 20, 2025
This is a leader.
This is a leader.
Brief evaluative comment about a person in the video, likely the speaker or subject.
Meta-Commentary
0.90
@nicolesaylor4027
Mar 4, 2025
Guy with the bike is golden.
Guy with the bike is golden.
Brief positive comment about a video participant rather than engaging with immigration discourse.
Meta-Commentary
0.90
McStoolio
Jan 27, 2026
Great speech by Justin Trudeau. Good coverage, thank you.
Great speech by Justin Trudeau. Good coverage, thank you.
Praise of the speech and appreciation for the video coverage, commenting on presentation quality.
Meta-Commentary
0.90
@colinbrazier8511
Mar 5, 2025
This guy a real degenerate, no wonder he gets smacked around
This guy a real degenerate, no wonder he gets smacked around
Personal comment about someone in the video, unrelated to immigration policy or discourse.
Meta-Commentary
0.90
FJC-v9c
Jan 27, 2026
Bro wtf 3:49
Bro wtf 3:49
Vague reaction to video content at specific timestamp, not substantive immigration discourse.
Meta-Commentary
0.90
zaeemisrar-v7d
Jan 27, 2026
I wish he had worn just a tee shirt
I wish he had worn just a tee shirt
Comment about the speaker's clothing choice rather than substantive policy or immigration discourse.
Meta-Commentary
0.90
@atatat54321
Mar 4, 2025
Too local 😭
Too local 😭
Brief comment critiquing the video's scope or focus as too localized, directed at the content itself.
Meta-Commentary
0.90
AhmedYani5
Jan 27, 2026
10:55 that dude sounds like @brandonbuckingham
10:55 that dude sounds like @brandonbuckingham
Commenter references a specific timestamp and tags another user, engaging with the video content and community rather than the immigration topic.
Meta-Commentary
0.90
jakebushes
Jan 27, 2026
"Don't hold back Mr. Bike-guy" 😳
"Don't hold back Mr. Bike-guy" 😳
Comment references the video creator's persona ('Bike-guy') and tone, engaging with the presentation rather than the immigration topic itself.
Meta-Commentary
0.90
ramicollo
Jan 27, 2026
04:54 ffs LOL
04:54 ffs LOL
References a specific timestamp in the video with casual reaction, commenting on the video content itself.
Meta-Commentary
0.90
elir5590
Jan 27, 2026
I’m picking up that CNN viewers are anti- Trump.
I’m picking up that CNN viewers are anti- Trump.
Comment about the video's audience and media outlet (CNN) rather than the substantive topic of immigration or trade.
Meta-Commentary
0.90
@HoracioOrtiz
Mar 4, 2025
his speech was great! Really well done.
his speech was great! Really well done.
Direct evaluation of the video content and speaker's performance.
Meta-Commentary
0.90
@Gimpo925
Mar 4, 2025
Love you guys and you’re channel.
Love you guys and you’re channel.
Comment praising the video creators and channel, directed at the content itself rather than the immigration topic.
Meta-Commentary
0.90
MarvinsBareFootNow
Jan 23, 2026
This is the Fuck CNN button ~~~~>
This is the Fuck CNN button ~~~~>
Expresses criticism of the news outlet (CNN) that published or shared the video content.
Meta-Commentary
0.90
@ChiTownzDre
Mar 4, 2025
What a fantastic speech.
What a fantastic speech.
Brief praise of the speech itself, commenting on the video content rather than the policy topic.
Meta-Commentary
0.90
@krooks6367
Mar 4, 2025
he is crying. omg
he is crying. omg
Observational comment about the speaker's emotional state or delivery in the video itself.
Meta-Commentary
0.90
@yhi-w6n
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)