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
On one video, everyone stands for this guy, same video on different channels. Everyone stands behind Trump??? , so male it more obvious, please???
On one video, everyone stands for this guy, same video on different channels. Everyone stands behind Trump??? , so male it more obvious, please???
Comments on video presentation and algorithmic patterns across channels, with undertones of suspicion about coordination.
@florijanftw
Mar 4, 2025
Provate a guidare in Italia allora ahaha
Provate a guidare in Italia allora ahaha
Italian-language comment appears to be off-topic or spam, possibly referencing driving in Italy unrelated to the video content.
Meta-Commentary
0.70
FloxTFox
Feb 11, 2026
The gentleman with the helmet and vest on the bike speaks the truth 💯
The gentleman with the helmet and vest on the bike speaks the truth 💯
Endorses a specific person featured in the video, treating the comment as engagement with the video's content and participants.
AFMmalone
Jan 27, 2026
a peculiar case of mental confusion and bizarre behaviour .......what clues can lead us in solving this enigma?
a peculiar case of mental confusion and bizarre behaviour .......what clues can lead us in solving this enigma?
Comment appears to be meta-commentary about the video or speaker's behavior rather than substantive engagement with immigration policy.
Meta-Commentary
0.70
@samuelarduino
Mar 4, 2025
No, he is not a very smart guy, just the opposite.
No, he is not a very smart guy, just the opposite.
Personal judgment about a political figure's intelligence without substantive policy or moral argument.
Meta-Commentary
0.70
@robertromani
Mar 4, 2025
Thanku for step by step guide
Thanku for step by step guide
Commenter sarcastically thanks the video creator for providing instructions, likely implying the video serves as a guide for immigration fraud or smuggling.
Meta-Commentary
0.70
Rudra_om
Jan 27, 2026
A sad time indeed
A sad time indeed
Brief emotional reaction to the video content without substantive engagement with the topic.
Meta-Commentary
0.70
@wtrsheep
Mar 4, 2025
Donald Thump what are you doing
Donald Thump what are you doing
Comment addresses a person (Donald Trump) in a dismissive way, likely reacting to video content rather than engaging substantively with immigration discourse.
Meta-Commentary
0.70
@daviddavison8175
Mar 4, 2025
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Hey boy... why have you changed your career? Do you think its good for the universe? You're fucking wrong....if you doin' this...
Appears to be a personal attack on the video creator regarding their career change, constituting commentary about the person behind the content.
Meta-Commentary
0.70
@enng.625
Mar 4, 2025
This is classic misdirection,wasn't Trudeau hated by his own countrymen,2months ago?
This is classic misdirection,wasn't Trudeau hated by his own countrymen,2months ago?
Questions the video's framing as misdirection, noting Trudeau's unpopularity domestically two months prior.
@gregorycech6643
Mar 4, 2025
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
Criticizes video accuracy and guest selection quality while containing a factual correction.
chadchaddington5786
Jan 27, 2026
????? let's wait a little bit.???
????? let's wait a little bit.???
Expresses skepticism or caution about waiting for more information, likely about the video's claims.
Meta-Commentary
0.70
@Infopirates
Mar 4, 2025
Very powerful!
Very powerful!
Generic praise of the video content without substantive engagement with immigration or policy topics.
Meta-Commentary
0.70
@christinapikhmanets4964
Mar 4, 2025
Bike guy super based
Bike guy super based
Brief comment praising a person in the video using slang, focused on video content rather than immigration policy.
Meta-Commentary
0.70
dkdkkdks5087
Jan 27, 2026
Audentes Fortuna iuvat
Audentes Fortuna iuvat
Latin phrase with no clear connection to immigration discourse; appears to be a generic or off-topic comment.
Meta-Commentary
0.70
TF2SoliderMain
Jan 27, 2026
Here we go…
Here we go…
A minimal comment expressing anticipation or resignation about what's to come, likely referring to the video content or broader situation.
Meta-Commentary
0.70
@phillipbostic1947
Mar 4, 2025
9:00 false pagan gods
9:00 false pagan gods
Timestamp-based comment about video content, likely referencing a specific moment in the video.
Meta-Commentary
0.70
Phantom-iz3nc
Jan 27, 2026
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
#trumpregret
#trumpregret
Hashtag expressing sentiment about Trump, functioning as meta-commentary on political discourse.
Meta-Commentary
0.70
@British919
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)