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
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
Russian Bots on the loose in here. ??
Russian Bots on the loose in here. ??
Observation about bot activity in the comment section, meta-commentary on other commenters.
Meta-Commentary
0.85
@lisajack5364
Mar 4, 2025
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
I feel like this "News" channel is just a mouthpiece for anti-immigrant, xenophobic, and sometimes downright racism but packaged to seem professional. The "reporter" lets racists spew complete lies that are easily debunked without challenging …
I feel like this "News" channel is just a mouthpiece for anti-immigrant, xenophobic, and sometimes downright racism but packaged to seem professional. The "reporter" lets racists spew complete lies that are easily debunked without challenging them.
Critiques the news channel's editorial approach and framing rather than discussing immigration policy directly.
SirSpamaIot
Feb 4, 2026
That little box in the lower right hand corner should read: Address to Congress from the Current Occupent of the White House.
That little box in the lower right hand corner should read: Address to Congress from the Current Occupent of the White House.
Comment critiques the video's labeling/presentation of the speaker rather than addressing immigration or policy content.
Meta-Commentary
0.85
@JoeZamora-wy4kc
Mar 4, 2025
title sounds crazy
title sounds crazy
Comment is reacting to the video title itself rather than engaging with immigration content.
Meta-Commentary
0.85
abd0ll43-x8e
Jan 27, 2026
You lying SOB.
You lying SOB.
Brief accusation directed at the video subject or speaker, functioning as a dismissive comment on the content.
Meta-Commentary
0.85
@dongreene2546
Mar 4, 2025
Just checking if you are alive now that the Epstein news are coming back 🤣
Just checking if you are alive now that the Epstein news are coming back 🤣
Off-topic comment checking on the channel creator's activity, unrelated to immigration content.
Meta-Commentary
0.85
TheoXydias_PerlaCoffeeTrailer
Feb 9, 2026
I wanted to hear him speak french.I took French in high-school 50 years ago.
I wanted to hear him speak french.I took French in high-school 50 years ago.
Comment about the video content itself, expressing interest in hearing French language spoken in the video.
Meta-Commentary
0.85
@RutaKlimas-fr4ox
Mar 4, 2025
Cnn is so hard to watch, she said aniamericanism ???? . They're braking up with america ????
Cnn is so hard to watch, she said aniamericanism ???? . They're braking up with america ????
Critique of CNN's reporting and presentation in the video, with confusion about the content being discussed.
Meta-Commentary
0.85
@ironaddicted
Mar 4, 2025
your content is just bottom of the barrel racially charged horse shit now… dig deeper, don’t just travel country to country licking the shit stains of the loudest, most ignorant nationalists you can find
your content is just bottom of the barrel racially charged horse shit now… dig deeper, don’t just travel country to country licking the shit stains of the loudest, most ignorant nationalists you can find
Critiques the video's journalistic quality and editorial approach, accusing it of sensationalism and bias toward nationalist voices.
willhearn5525
Jan 27, 2026
Jesus is this depressing.
Jesus is this depressing.
The commenter is expressing a reaction to the video content itself rather than engaging with immigration policy or arguments.
Meta-Commentary
0.85
patrickmoan4086
Feb 9, 2026
Unfortunately as soon as he said “Let’s look at the facts” he lost half of the American audience.
Unfortunately as soon as he said “Let’s look at the facts” he lost half of the American audience.
Commentary on the video's rhetorical approach and its reception by the American audience, critiquing the effectiveness of fact-based arguments.
Meta-Commentary
0.85
@chief45kc2572
Mar 4, 2025
Oh this is cnn! I knew I smelt a lie
Oh this is cnn! I knew I smelt a lie
Comment about the media source (CNN) of the video rather than immigration policy itself.
Meta-Commentary
0.85
@gregb7920
Mar 4, 2025
0:37 this shit again
0:37 this shit again
References a specific timestamp in the video, expressing frustration about repeated content.
Meta-Commentary
0.85
arthuuur97-w8f
Feb 9, 2026
His alive thank God... 😭👍
His alive thank God... 😭👍
Brief reaction to video content expressing relief about someone's wellbeing, unrelated to immigration discourse.
Meta-Commentary
0.85
mariao.5142
Feb 9, 2026
That guy talking about "poo eating" is the stupidest idiot with shit in his head.
That guy talking about "poo eating" is the stupidest idiot with shit in his head.
Comment critiques another commenter's argument rather than engaging with immigration policy or substantive issues.
Meta-Commentary
0.85
ithunk7786
Feb 8, 2026
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in it is dumb shows me that he in fact is the one with low intelligence. Ew..
Critiques another commenter's racist generalization about African intelligence, defending against discriminatory rhetoric.
Djumanji95
Feb 8, 2026
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but …
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but clearly wants to tell predefined stories that smear immigrants and minorities, painting them as an existential threat white Americans and American values. That's what sells, that's the grift.
Critiques the video creator's journalistic approach and editorial bias, focusing on the channel's content and framing rather than immigration policy itself.
mountainair
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)