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
The bike guy speaking true
The bike guy speaking true
References a specific speaker from the video without substantive argument.
Meta-Commentary
0.85
cyberdragon9826
Feb 28, 2026
Canada take note…..
Canada take note…..
Brief directive comment about the video content itself rather than substantive immigration discourse.
Meta-Commentary
0.85
markvonschober6872
Dec 27, 2025
I'll read the comments in 30 days and see where we're at.
I'll read the comments in 30 days and see where we're at.
Comment about future engagement with the comment section itself rather than substantive discourse on the immigration topic.
Meta-Commentary
0.85
@CowlitzRiverKiller
Mar 4, 2025
Uh oh, wait until papagut has a temper tantrum after seeing this video
Uh oh, wait until papagut has a temper tantrum after seeing this video
Comment references another commenter ('papagut') and predicts their reaction, focusing on the social dynamics of the comment section rather than immigration itself.
traviskurtz1244
Jan 29, 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
You are an dangerously racist Tyler!
You are an dangerously racist Tyler!
Directly addresses the video creator ('Tyler'), accusing them of racism, functioning as commentary on the video/creator rather than substantive immigration discourse.
burakakin1985
Jan 29, 2026
It will be interesting to see how the right-wing media will spin this.
It will be interesting to see how the right-wing media will spin this.
Reflects on how media will frame the video's content rather than engaging with the substance of the immigration discussion.
Meta-Commentary
0.85
@brdnrd
Mar 4, 2025
Yo u gave that racist guy way 2 much screen time 🙄🤔
Yo u gave that racist guy way 2 much screen time 🙄🤔
Comment critiques the video's editorial choice to feature a particular person rather than discussing immigration policy itself.
Meta-Commentary
0.85
Luther40
Jan 29, 2026
Thank you so much for this valuable resource. It was really helpful in passing the test.
Thank you so much for this valuable resource. It was really helpful in passing the test.
Comment addresses the video/resource itself and its usefulness rather than engaging with immigration content.
Meta-Commentary
0.85
ureihekanandu6309
Jan 7, 2026
Oh bigot found more to be bigot
Oh bigot found more to be bigot
Comment directly addresses another commenter, accusing them of bigotry rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
nishantkk1177
Jan 29, 2026
Their English sound so nice through the ears.
Their English sound so nice through the ears.
Comment about the video content itself, specifically praising the speakers' accents/presentation.
Meta-Commentary
0.85
@reginejeanty788
Mar 4, 2025
That little box in the lower right hand corner should read: Address to Congress from the Current Occupent of the White House.
That little box in the lower right hand corner should read: Address to Congress from the Current Occupent of the White House.
Comment critiques the video's labeling/presentation of the speaker rather than addressing immigration or policy content.
Meta-Commentary
0.85
@JoeZamora-wy4kc
Mar 4, 2025
The bots are strong in the comments, I wonder who is paying for them.
The bots are strong in the comments, I wonder who is paying for them.
Observes and comments on bot activity in the comment section, speculating about coordination and funding.
Meta-Commentary
0.85
@cfroude
Feb 20, 2026
What with that thumbnail? You are literally a racist.
What with that thumbnail? You are literally a racist.
Criticism directed at the video creator's thumbnail choice and overall approach, accusing them of racism.
HarjitSingh-l1i7g
Jan 27, 2026
Guy at 2:05 should be a model for what to do
Guy at 2:05 should be a model for what to do
References a specific timestamp in the video and comments on someone's behavior as exemplary.
Meta-Commentary
0.85
crockbrown5316
Jan 29, 2026
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Commenter critiques the video itself, specifically its thumbnail and clickbait presentation.
Meta-Commentary
0.85
ShreenidhiNvbd
Jan 29, 2026
Trump is a damn fool' and he's crazy
Trump is a damn fool' and he's crazy
Comment dismisses a political figure with insults rather than engaging with substantive content, functioning as meta-level criticism of the speaker.
Meta-Commentary
0.85
@toneyingram732
Mar 4, 2025
Great and intelligent speach.
Great and intelligent speach.
Comment evaluates the quality of the speech/video content itself rather than engaging with immigration policy.
Meta-Commentary
0.85
@w.nijssen2825
Mar 4, 2025
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Commenter is critiquing the video/speakers for addressing the wrong audience, directing commentary about the video's framing rather than engaging with immigration policy itself.
Meta-Commentary
0.85
@kurntrywizdum7423
Mar 4, 2025
Russian Bots on the loose in here. ??
Russian Bots on the loose in here. ??
Observation about bot activity in the comment section, meta-commentary on other commenters.
Meta-Commentary
0.85
@lisajack5364
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)