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
Thanks Tyler for another piece of great journalism! Wow though this makes the whole border situation worse
Thanks Tyler for another piece of great journalism! Wow though this makes the whole border situation worse
Primarily praises the creator's journalism while secondarily expressing concern about border policy implications.
IronHenry1776
Jan 27, 2026
Why you advertising these suss apps?😅
Why you advertising these suss apps?😅
Question about the video's content and advertising practices, directed at the creator rather than immigration topic.
Meta-Commentary
0.85
Yasistasass945
Jan 27, 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
Why is Amber Heart on the left ??
Why is Amber Heart on the left ??
Comment questions the video's visual composition (positioning of a person), which is meta-commentary about the video itself rather than immigration policy.
Meta-Commentary
0.85
@alexandru-nicolaebucur1542
Mar 4, 2025
This PM really speaks clearly
This PM really speaks clearly
Comment evaluates the speaker's communication style rather than addressing immigration policy or substantive content.
Meta-Commentary
0.85
@safitrigu989
Mar 4, 2025
"Rape is not against their culture" , Damn that fat fuck is a moron
"Rape is not against their culture" , Damn that fat fuck is a moron
Criticizes a speaker in the video, calling them a 'moron' and commenting on their statement rather than the immigration issue itself.
Meta-Commentary
0.85
medihebbenfdilen5332
Jan 27, 2026
GREAT SPEECH
GREAT SPEECH
Brief praise of the video/speech content itself without substantive policy engagement.
Meta-Commentary
0.85
@Turretdown_Hero
Mar 4, 2025
Vassey is making this all up
Vassey is making this all up
Directly critiques the video creator (Vassey) for fabricating or exaggerating content.
Meta-Commentary
0.85
GailTubbs-p3q
Feb 24, 2026
Thank you! Spot on.
Thank you! Spot on.
The comment is a brief affirmation of a previous commenter's point, functioning as meta-commentary on the discussion rather than substantive discourse.
heatheralexander6836
Feb 27, 2026
Robert ward very well Saud sir. An honor to hear you speak through text.
Robert ward very well Saud sir. An honor to hear you speak through text.
Comment addresses another commenter (Robert Ward) and the video content itself rather than substantive immigration or political discourse.
Meta-Commentary
0.85
@chriskumar4201
Mar 4, 2025
Bye bye Duran Duran. The Reflex
Bye bye Duran Duran. The Reflex
References a song title unrelated to the video content, appearing to be off-topic commentary.
Meta-Commentary
0.85
@Hilt1now666
Mar 4, 2025
bro wtf is that sketchy ass sponsor 🤣
bro wtf is that sketchy ass sponsor 🤣
Comment critiques the video's sponsor with joking tone, focusing on the video/channel itself rather than immigration policy.
GelloTwo
Jan 27, 2026
Embarrassing 😳 as always …. Eleven years
Embarrassing 😳 as always …. Eleven years
Brief expression of disapproval about government performance over time, commenting on the situation rather than substantive analysis.
Meta-Commentary
0.85
TJD900
Feb 26, 2026
Absent and absent minded 🤡
Absent and absent minded 🤡
Brief dismissive comment about a person (likely the immigration minister) using emoji, functioning as meta-commentary on the video subject.
Meta-Commentary
0.85
waynecrawford9531
Feb 26, 2026
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that …
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that are literal immigrants to putting them in your crosshairs and making them a target. Crazy work for the bag lil bro.
Critiques the video creator's content strategy and perceived inconsistency across uploads, with sarcastic tone.
TrailBlazedIM
Feb 26, 2026
Vassey is no better than Barton.
Vassey is no better than Barton.
Compares two individuals (Vassey and Barton) mentioned in the video/discussion, critiquing their credibility rather than addressing immigration policy.
Meta-Commentary
0.85
raesmart3305
Feb 24, 2026
Century Initiative !!!! Century Initiative !!!! Century Initiative !!!! Century Initiative !!!!
Century Initiative !!!! Century Initiative !!!! Century Initiative !!!! Century Initiative !!!!
Repetitive emphasis on 'Century Initiative' appears to be commentary on the video topic or a rallying cry about the initiative itself rather than substantive argument.
Meta-Commentary
0.85
christianrobertdemassy900
Feb 26, 2026
too much talk about drugs
too much talk about drugs
Comment critiques the video content itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
@IamJacksColon4
Mar 4, 2025
Guy on the bike is in the Asmon chat daily
Guy on the bike is in the Asmon chat daily
Comment references a person in the video and their presence in another online community, focusing on the video content rather than immigration.
Meta-Commentary
0.85
Laura-kate
Feb 26, 2026
Shut up and play the press questions.
Shut up and play the press questions.
Comment critiques the video content or format rather than engaging with the substantive topic.
Meta-Commentary
0.85
@keyjam9
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)