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
who is the sexy behind Trudeau
who is the sexy behind Trudeau
Comment is off-topic personal commentary about a public figure's appearance rather than engaging with the video's content about immigration policy.
Meta-Commentary
0.85
@actondon6573
Mar 4, 2025
2:37 * India 500
2:37 * India 500
Timestamp reference with minimal context, appears to be marking a specific moment in the video.
Meta-Commentary
0.85
Zer-o-ne
Jan 29, 2026
the Bike guy knows his shit god bless you sir
the Bike guy knows his shit god bless you sir
Comment about another commenter ('Bike guy') and their credibility in the discussion.
Meta-Commentary
0.85
metal2js420
Jan 29, 2026
Damnit dude I wish I ran into you
Damnit dude I wish I ran into you
Comment directed at the video creator expressing a personal wish to meet them, focused on the interaction rather than the topic.
Meta-Commentary
0.85
VesselOfNur
Jan 29, 2026
No shouting no bullying no lying. Just intelligent speaking.
No shouting no bullying no lying. Just intelligent speaking.
Comments on the style and tone of communication in the video itself rather than addressing immigration policy substantively.
Meta-Commentary
0.85
@poetryforever4438
Mar 4, 2025
youtube slop
youtube slop
Dismissive comment about the video quality itself, critiquing the content as low-effort.
Meta-Commentary
0.85
13attman
Jan 29, 2026
3:50 यहां से देखो, अच्छा लगेगा अपनी तारीफ सुन कर
3:50 यहां से देखो, अच्छा लगेगा अपनी तारीफ सुन कर
A comment in Hindi directing viewers to a specific timestamp in the video, referencing the video content itself.
Meta-Commentary
0.85
Raza-c6l2u
Jan 29, 2026
Holy racists galore
Holy racists galore
A brief meta-observation about the tone and content of other comments in the section.
Meta-Commentary
0.85
thatsnothowyousaymyname
Jan 29, 2026
Tyler Oliveira is just a rage baiting "journolist".
Tyler Oliveira is just a rage baiting "journolist".
Criticism of the video creator Tyler Oliveira's journalistic approach and motives.
Meta-Commentary
0.85
ityaboidavid2.0
Jan 27, 2026
great video my room smells now
great video my room smells now
Comment about the video's sensory impact or production quality rather than substantive engagement with topic.
Meta-Commentary
0.85
kaylielefebvre279
Jan 28, 2026
INDIANS don't eat POO! You ignorant baffoon1
INDIANS don't eat POO! You ignorant baffoon1
Direct response to another commenter's statement, engaging in argument about factual claims.
Meta-Commentary
0.85
believ100
Jan 29, 2026
Trump is disgusting. And this ridiculous MAGA hat...
Trump is disgusting. And this ridiculous MAGA hat...
Comment expresses personal disgust with Trump and his imagery rather than engaging substantively with immigration policy.
Meta-Commentary
0.85
@ivaylokonstantinov9113
Mar 4, 2025
The cyclist dude cracked me up. Spitting truth
The cyclist dude cracked me up. Spitting truth
Commenter references a specific person in the video ('the cyclist dude') and expresses appreciation for their viewpoint.
jasonmccool4342
Jan 29, 2026
Nice to see you promote gambling websites! Good job.
Nice to see you promote gambling websites! Good job.
Comment criticizes the video creator's content choices and promotional practices rather than discussing immigration itself.
Meta-Commentary
0.85
steviecue8567
Jan 29, 2026
Lol the freecash promotion is such bs. Highly doubt you made 100 dollars.
Lol the freecash promotion is such bs. Highly doubt you made 100 dollars.
Comment critiques the video's promotional claim about earnings, expressing skepticism about the content itself rather than immigration policy.
Ojus-Tickey
Jan 29, 2026
Under 10h gng
Under 10h gng
Brief comment about video timing/upload ('Under 10h'), typical of early viewer engagement commentary.
Meta-Commentary
0.85
S_U_G_U_R_U_G_E_T_O
Jan 27, 2026
CNN Corrupt news network
CNN Corrupt news network
Makes a dismissive claim about CNN as a news source, commenting on media rather than immigration policy.
Meta-Commentary
0.85
@paulcrewe
Mar 4, 2025
0:34 AI: Angry Indian
0:34 AI: Angry Indian
Comments on the video's AI-generated content, noting the AI's emotional tone rather than engaging with immigration substance.
user-9001
Jan 29, 2026
1 million views in 24 hours
1 million views in 24 hours
Comment references the video's view count, which is commentary about the video itself rather than the immigration topic.
Meta-Commentary
0.85
Duke-o6x3u
Jan 28, 2026
mate on the bike just spitting facts
mate on the bike just spitting facts
References someone in the video ('mate on the bike') and endorses their statements without elaborating on substantive content.
Meta-Commentary
0.85
Northcliffful
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)