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
5:26 guy was CEO of based
5:26 guy was CEO of based
References a specific video timestamp and makes an unclear comment about someone's status, appearing to be inside-joke commentary.
Meta-Commentary
0.70
fatboymachinegun
Jan 27, 2026
They've infested Australia too
They've infested Australia too
Comments on the video's reception and visibility, using colloquial language to discuss the video's performance.
hamstersmash
Jan 27, 2026
Didn’t this guy just get impeached for being a Moron?
Didn’t this guy just get impeached for being a Moron?
References Trump's impeachment with dismissive tone; primarily commentary on political events rather than Canadian immigration policy.
@vinceocratic
Mar 4, 2025
Yet his supports see this and still have some ignorant thing to say
Yet his supports see this and still have some ignorant thing to say
Comments on other commenters' responses and their perceived ignorance rather than substantive content.
Meta-Commentary
0.70
@TheBurtonsAreHere
Mar 4, 2025
Patriot Alert for the guy in the orange vest
Patriot Alert for the guy in the orange vest
References a specific person visible in the video, commenting on the video content itself.
Meta-Commentary
0.70
Falangestan
Jan 27, 2026
Black guy was based
Black guy was based
Brief comment praising a specific interviewee's stance, likely referencing their position in the video.
Meta-Commentary
0.70
TeflonDon451
Jan 27, 2026
12:47 illegal in Canada LMFAO (not that I care js saying they got the worst self defense laws)
12:47 illegal in Canada LMFAO (not that I care js saying they got the worst self defense laws)
Comment references a specific video timestamp and makes an aside observation about Canadian law, primarily engaging with video content.
Meta-Commentary
0.70
1toxin
Jan 27, 2026
Make that make sense ❤?
Make that make sense ❤?
Vague response to video content expressing confusion or skepticism without substantive argument.
Meta-Commentary
0.70
@gxhjxrgggitdrhk
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
You better pray to god only
You better pray to god only
Cryptic comment unrelated to immigration substance, possibly spam or off-topic.
Meta-Commentary
0.70
dawnwheeler432
Jan 28, 2026
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
Westjett was right
Westjett was right
Cryptic reference to an external figure or previous statement, likely commenting on the video's subject matter or creator.
Meta-Commentary
0.70
Clankersinparis
Jan 27, 2026
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
Trump is a fool.He is insane.This is the president you elected.The democrats warned you about this fool.
Trump is a fool.He is insane.This is the president you elected.The democrats warned you about this fool.
Off-topic criticism of Trump and US politics unrelated to Canadian immigration; appears to be commentary on the broader political context rather than the video's subject.
Meta-Commentary
0.70
@frankjoaquin8586
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
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
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
you need another jacket
you need another jacket
Appears to be a comment about the video content or person shown rather than substantive discourse on immigration.
Meta-Commentary
0.70
jackfarrell9892
Jan 28, 2026
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Mocking commentary about other commenters' reactions to the video content.
saikou_kinich
Jan 28, 2026
Inshallah Mohammad
Inshallah Mohammad
Appears to be a dismissive or mocking comment about the video/discussion rather than substantive discourse.
Meta-Commentary
0.70
LaLaGrunge
Oct 8, 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)