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
Geez the repetition in these videos.... You all do it now...
Geez the repetition in these videos....
You all do it now...
Criticizes the video creator and channel for repetitive content patterns.
Meta-Commentary
0.85
rtj7836
Jan 27, 2026
Please, Bike Guy, tell us what you _really_ think!
Please, Bike Guy, tell us what you _really_ think!
Comment addresses the video creator ('Bike Guy') and their apparent views, with sarcastic tone suggesting commentary about the creator rather than the immigration topic itself.
nonmagicmike723
Feb 16, 2026
i liked the white guy on the bicycle. i agree with all of his opinions
i liked the white guy on the bicycle. i agree with all of his opinions
Comments on a specific person featured in the video and endorses their opinions, focusing on the video content rather than immigration itself.
Meta-Commentary
0.85
vladzacharov-b9n
Feb 14, 2026
Ts lowkey rasist no?
Ts lowkey rasist no?
Questions whether the video content itself is racist, directly critiquing the creator or video.
Meta-Commentary
0.85
zaro7494
Feb 14, 2026
The guy on bike can be a good school graduation speaker
The guy on bike can be a good school graduation speaker
Comments on a specific person visible in the video, offering an observation about video content rather than immigration policy.
Meta-Commentary
0.85
christianllido5784
Feb 15, 2026
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Commenter critiques the comment section and video creator (Tyler), characterizing it as a space for racism, which is primarily meta-commentary about the platform/channel with embedded moral judgment.
mrlcosmoslensmen17
Feb 16, 2026
Hey man you’r driver was not Punjabi he was Haryanvi that’s a different state
Hey man you’r driver was not Punjabi he was Haryanvi that’s a different state
Corrects a factual detail about the video content regarding ethnic/regional identity.
Story_villager
Feb 6, 2026
The chick started giving interview
The chick started giving interview
Brief observation about the video content or a person appearing in it, not substantive engagement with immigration topic.
Meta-Commentary
0.85
minhajshariff9172
Feb 5, 2026
Guy on the bike is BASED. Where is his Amelia?
Guy on the bike is BASED. Where is his Amelia?
Comment focuses on a person featured in the video and references a character name, addressing the video content rather than immigration issues.
Meta-Commentary
0.85
MichaelODonnell
Jan 27, 2026
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
Comment praising the video quality and comparing it to other sources, focused on the content itself.
Meta-Commentary
0.85
wini947-t6i
Feb 13, 2026
Homie on the bike is the man
Homie on the bike is the man
Comment about a person featured in the video rather than substantive engagement with immigration topic.
Meta-Commentary
0.85
ignacio8597
Jan 27, 2026
Holy refresh
Holy refresh
Brief comment about the video itself ('Holy refresh') with no substantive content about immigration.
Meta-Commentary
0.85
jayeverywheree
Jan 27, 2026
That statue is terrifying
That statue is terrifying
Reacts to a visual element (statue) shown in the video rather than engaging with immigration discourse.
Meta-Commentary
0.85
Adevine369
Feb 13, 2026
The amount of "i will go to prison if I talk candid" in this video...... then there's that one guy. 👌🏻
The amount of "i will go to prison if I talk candid" in this video...... then there's that one guy. 👌🏻
Observes and comments on the video's content and the behavior of interviewees, focusing on self-censorship patterns.
Meta-Commentary
0.85
ChadMeme69
Jan 27, 2026
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Commenter critiques the video's title as misleading clickbait while defending a policy official's actions.
hexgrade177
Feb 12, 2026
2:03 wise man. I agree with him.
2:03 wise man. I agree with him.
Comment expresses agreement with a speaker in the video without substantive policy engagement, focusing on the video content itself.
Meta-Commentary
0.85
nicknauj124
Feb 11, 2026
Another liberal democrat run YouTube channel that portrays abusers like victims 💅🏻
Another liberal democrat run YouTube channel that portrays abusers like victims 💅🏻
Criticism of the YouTube channel's political bias and framing of the video content itself.
Meta-Commentary
0.85
MrMoo-g9f
Feb 11, 2026
yo yall are hating too much 😭
yo yall are hating too much 😭
Comment critiques other commenters' behavior rather than engaging with immigration content directly.
Meta-Commentary
0.85
tejas-tech
Feb 6, 2026
Well if there is anything to learn here, it is that you should be careful what the news tell you. Even if their reporting appeal to your ideology
Well if there is anything to learn here, it is that you should be careful what the news tell you. Even if their reporting appeal to your ideology
Critiques the news outlet's reporting and editorial bias rather than addressing immigration substantively.
Meta-Commentary
0.85
olowoaye
Feb 11, 2026
Thanks for exposing this Tyler ❤
Thanks for exposing this Tyler ❤
Praise directed at the video creator for content exposure, functioning as meta-commentary on the video.
mmmmm1113
Feb 4, 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)