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
As an American I am disgusted that we have that orange POS sitting in the White House and all of his spineless POS!
As an American I am disgusted that we have that orange POS sitting in the White House and all of his spineless POS!
Comment expresses frustration about American politics and leadership but is off-topic to the Canadian immigration video, making it primarily meta-commentary about external political context.
Meta-Commentary
0.70
@sonesinhsomxanxay4660
Mar 4, 2025
I stand with none of them! We’ll see where this all leads but I refused to get all worked up about it!
I stand with none of them! We’ll see where this all leads but I refused to get all worked up about it!
Reflects on personal stance toward the broader discourse rather than engaging with substantive arguments.
Meta-Commentary
0.70
@kimberlythomas2296
Mar 4, 2025
And he's a smart man?????
And he's a smart man?????
Comment questions the intelligence of someone (likely a political figure) mentioned in the video, functioning as meta-commentary on the video's subject.
Meta-Commentary
0.70
@kevinkempel5509
Mar 4, 2025
Oh buddy, bad move...
Oh buddy, bad move...
Brief reaction to the video content expressing disapproval, appears to be commentary on the speech or speaker's actions.
Meta-Commentary
0.70
@GarlicBreadsExtra
Mar 4, 2025
Luigi? It’s time! You know the assignment.
Luigi? It’s time! You know the assignment.
Comment appears to reference a specific person ('Luigi') and an 'assignment,' suggesting it's directed at another commenter or the video creator rather than engaging with immigration policy.
Meta-Commentary
0.70
@Ringemail-ms1bs
Mar 4, 2025
TRUMP ????????????????
TRUMP ????????????????
Minimal substantive content; appears to be a reaction or expression of frustration directed at Trump, likely meta-commentary on the discussion.
Meta-Commentary
0.70
@Streetslosangeles
Mar 4, 2025
It wasn't harsh get real lady
It wasn't harsh get real lady
Responds directly to the video speaker ('lady'), disagreeing with their characterization of events rather than discussing the topic itself.
Meta-Commentary
0.70
@user-jh2fe5zv7p
Mar 4, 2025
Why she still talkin…??? Didn’t wolf shit her up?? Be quiet woman… Jc\nBihs ruined tha update…
Why she still talkin…??? Didn’t wolf shit her up?? Be quiet woman… Jc\nBihs ruined tha update…
Criticism directed at the video speaker and content presentation rather than substantive policy discussion.
Meta-Commentary
0.70
@Blac_Ronin
Mar 4, 2025
Is Trump a smart guy? Really? He hasn't shown it.
Is Trump a smart guy? Really? He hasn't shown it.
Comment critiques Trump's intelligence but is tangential to the video's Canadian immigration focus, functioning as off-topic political commentary.
Meta-Commentary
0.70
@electriccane3320
Mar 4, 2025
This how a true leader speak !
This how a true leader speak !
Brief praise of leadership style without substantive policy engagement; functions as commentary on speaker rather than substantive discourse.
Meta-Commentary
0.70
@vwbora26
Mar 4, 2025
He is right.
He is right.
Brief affirmation of a previous speaker without substantive content; functions as meta-commentary on the discussion.
Meta-Commentary
0.70
@judyjackson2260
Mar 4, 2025
?'s about to get real
?'s about to get real
Cryptic reference to the video or speaker ('?') with vague prediction about future events, appears to be commentary on the video itself.
Meta-Commentary
0.70
@eddie_g4545
Mar 4, 2025
Its true man damn.... Cops are insanely effective lately in Ontario!
Its true man damn.... Cops are insanely effective lately in Ontario!
Appears to be a tangential comment about police effectiveness in Ontario, possibly off-topic or unclear relevance.
Meta-Commentary
0.70
@MoreEzSon
Mar 4, 2025
Great speach. I hate Donald Trump!
Great speach. I hate Donald Trump!
Comments on the speech quality while expressing personal political opinion about Trump, primarily engaging with the video content.
Meta-Commentary
0.70
@denblaahane
Mar 4, 2025
Less than 1%. Now who's being false
Less than 1%. Now who's being false
Appears to be a response to another commenter's claim, critiquing their accuracy without substantive content.
Meta-Commentary
0.70
@dianasummers6075
Mar 4, 2025
I support Trump. Cnn hates Trump.
I support Trump. Cnn hates Trump.
Comment about media coverage (CNN) and political figures rather than immigration policy itself; meta-level political commentary.
Meta-Commentary
0.70
@jamessudbury6006
Mar 4, 2025
Trump is an idiot!!!!!
Trump is an idiot!!!!!
Comment expresses a dismissive opinion about Trump rather than engaging with the video's content about Canadian immigration.
Meta-Commentary
0.70
@jsmithmua614
Mar 4, 2025
It doesn’t make any sense ?people here are so sorry.
It doesn’t make any sense ?people here are so sorry.
Vague criticism of the video or commenters, expressing disapproval without substantive policy engagement.
Meta-Commentary
0.70
@MaryAnnSmith-g9l
Mar 4, 2025
Another nice spin move from the Comunist News Network. Don't look behind the curtain folks. LOL.
Another nice spin move from the Comunist News Network. Don't look behind the curtain folks. LOL.
Criticizes media coverage as propaganda ('spin move') and suggests hidden information, combining media critique with vague conspiratorial framing.
@ricardosuarez3926
Mar 4, 2025
US president is a moron.
US president is a moron.
Off-topic insult directed at a political figure unrelated to the video's Canadian immigration focus.
Meta-Commentary
0.70
@XSchuauss
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)