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
Joe Bart should react to this
Joe Bart should react to this
Comment requests another content creator react to the video, focusing on YouTube personalities rather than the immigration topic.
Meta-Commentary
0.85
Bluejaysgods
Jan 28, 2026
You propel are dorks
You propel are dorks
Generic insult directed at commenters or video participants rather than substantive engagement with the topic.
Meta-Commentary
0.85
@alfonsoalicea2781
Mar 4, 2025
No way I told u to go to Brampton last video
No way I told u to go to Brampton last video
References a previous video and the commenter's own prior suggestion, engaging with the channel's content history.
Meta-Commentary
0.85
OPPvPLORD
Jan 28, 2026
The woman on the left looks cute
The woman on the left looks cute
Comment focuses on appearance of a person in the video rather than immigration content.
Meta-Commentary
0.85
@aasuka
Mar 4, 2025
CNN reporting very credible and true news..... amazing.
CNN reporting very credible and true news..... amazing.
Sarcastically comments on the credibility of CNN news reporting rather than the immigration topic itself.
Meta-Commentary
0.85
@karanbajaj852
Mar 4, 2025
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Commenter questions the video editing choice (zooming on slippers), directing critique at the content creator's production decisions.
Meta-Commentary
0.85
ashudhamija7176
Jan 28, 2026
4:55 Omg hes speaking facts
4:55 Omg hes speaking facts
References a specific timestamp in the video and comments on the speaker's statements without substantive argument.
Meta-Commentary
0.85
AmayeBrook
Jan 28, 2026
Been waitin on this, yall gon Lear today
Been waitin on this, yall gon Lear today
Comment expresses anticipation about the video content itself rather than engaging with immigration topics.
Meta-Commentary
0.85
HankFrassle
Jan 27, 2026
bro lowkey racist
bro lowkey racist
Evaluative comment about the video creator's statements rather than substantive engagement with immigration policy or arguments.
Meta-Commentary
0.85
superblacktapes1176
Jan 28, 2026
You know it's bad when Tyler makes a video on it
You know it's bad when Tyler makes a video on it
Comment references the video creator ('Tyler') and the video itself, indicating meta-level discussion about the content.
Meta-Commentary
0.85
lunatic2662
Jan 28, 2026
21:58 I know that place in Lachine Montréal 😂 it’s on notre dame and 13th avenue lol
21:58 I know that place in Lachine Montréal 😂 it’s on notre dame and 13th avenue lol
Comment references a specific location shown in the video with humor, engaging with the video content itself rather than the immigration topic.
Meta-Commentary
0.85
m.ystudio9202
Jan 28, 2026
The Guy on the Bike is Racist stupid IQ under 50.
The Guy on the Bike is Racist stupid IQ under 50.
Comment attacks a person featured in the video with insults, engaging with the video's content rather than broader immigration discourse.
Meta-Commentary
0.85
T-800-86
Jan 28, 2026
Canadian chiks are hot
Canadian chiks are hot
Off-topic comment about Canadian women unrelated to immigration policy or video content.
Meta-Commentary
0.85
@ClamBurger66
Mar 4, 2025
The eating poo part kept me in this
The eating poo part kept me in this
References specific content from the video ('eating poo part'), commenting on what kept the viewer engaged with the video itself.
Meta-Commentary
0.85
robertwieczorek5838
Jan 28, 2026
I love this open racist guy. Made my day!
I love this open racist guy.
Made my day!
Comments on the video creator's persona and approach, expressing appreciation for the creator's style rather than engaging with immigration policy substance.
Meta-Commentary
0.85
sabrinawinchester7954
Jan 28, 2026
Than you for covering this
Than you for covering this
Direct appreciation of the video creator's work, commenting on the content itself.
Meta-Commentary
0.85
jaymusdonald2116
Jan 28, 2026
4:54 Tupical racist, Islamophobe.
4:54 Tupical racist, Islamophobe.
References a specific timestamp and labels someone in the video, commenting on the video content itself rather than immigration policy.
Meta-Commentary
0.85
bannedone3ice138
Jan 28, 2026
Keep us out of this group chat
Keep us out of this group chat
Comment about the video/discussion itself, requesting exclusion from the conversation topic.
Meta-Commentary
0.85
@6273t
Mar 4, 2025
I’m just 8:46
I’m just 8:46
Comment references a timestamp in the video, indicating engagement with the video content itself rather than the immigration topic.
Meta-Commentary
0.85
TCharlesH
Jan 28, 2026
Reflective vest guy is fucking based
Reflective vest guy is fucking based
Comments on a specific person visible in the video ('reflective vest guy') rather than addressing immigration policy directly.
Meta-Commentary
0.85
TheAustrianPainter1488
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)