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
bike guy has been on twitter for too long
bike guy has been on twitter for too long
Critiques a person's social media behavior and presence, commenting on their online activity rather than the immigration topic.
Meta-Commentary
0.85
malls21
Jan 27, 2026
Brother it's Punjab Pronounce it Panjab
Brother it's Punjab
Pronounce it Panjab
Corrects pronunciation of a place name, engaging in a meta-level discussion about language and representation rather than immigration policy.
Meta-Commentary
0.85
KingUmar-xx9jo
Jan 27, 2026
Do not redeem sir...
Do not redeem sir...
Comment appears to reference a previous video or action by the creator, critiquing their behavior or content.
Meta-Commentary
0.85
johnscustomsaws
Jan 27, 2026
extremely accurate helmet guy
extremely accurate helmet guy
Brief comment evaluating the accuracy of someone depicted in the video (the 'helmet guy').
Meta-Commentary
0.85
sipscantgetsipper
Jan 27, 2026
AI slip visual is frying me
AI slip visual is frying me
Comments on a visual element in the video (AI slip) with amusement, focusing on the video's production rather than immigration policy.
TedJaminCity
Jan 27, 2026
That thumbnail is some sloooppp 😂😂
That thumbnail is some sloooppp 😂😂
Comment critiques the video thumbnail using humor and emoji, focusing on the video itself rather than immigration content.
Ballistic11712
Jan 27, 2026
5:00 I mean they're making him out to be the racist guy but nothing he's saying is untrue. 🧐💯
5:00 I mean they're making him out to be the racist guy but nothing he's saying is untrue. 🧐💯
Commenter references a specific timestamp (5:00) in the video and defends a person's statements shown in the video, engaging in meta-commentary about the video's framing.
Meta-Commentary
0.85
StormySky48
Jan 27, 2026
Funfact: at 04:19 you are seeing 3 Portuguese-Americans. (Luso Americans)
Funfact: at 04:19 you are seeing 3 Portuguese-Americans. (Luso Americans)
Comment references a specific timestamp in the video and makes an observation about video content rather than engaging with immigration policy.
Meta-Commentary
0.85
MorpheusWelt
Jan 27, 2026
FIANLLY SOMEONE SPEAKS UP ABOUT TS!!
FIANLLY SOMEONE SPEAKS UP ABOUT TS!!
Comment expresses approval of the video's content and creator for addressing a topic, focusing on the video itself rather than immigration policy.
Meta-Commentary
0.85
Chocolatecake22
Jan 27, 2026
4:53 Got to respect that he is up front with it and speak his mind
4:53 Got to respect that he is up front with it and speak his mind
Comment evaluates the video subject's communication style and directness rather than engaging with immigration policy itself.
Meta-Commentary
0.85
wendysmith2905
Jan 27, 2026
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
I like the guy on the bike
I like the guy on the bike
Brief observation about a person featured in the video.
Meta-Commentary
0.85
Tadpolesinthehood
Jan 27, 2026
another banger
another banger
Generic praise of the video itself using colloquial language ('banger').
Meta-Commentary
0.85
jamarcusparker252
Jan 27, 2026
Tyler is the only journalist
Tyler is the only journalist
Comment evaluates the video creator/journalist rather than discussing immigration policy or issues.
Meta-Commentary
0.85
Junkdogray5807
Jan 27, 2026
ive been waiting for this 😂
ive been waiting for this 😂
Brief comment expressing anticipation about the video content itself, with no substantive immigration discourse.
Meta-Commentary
0.85
smol9832
Jan 27, 2026
You are just printing money and content for Asmongold :D
You are just printing money and content for Asmongold :D
Comment about the video creator and content production strategy, addressing the relationship between the video and another YouTuber.
Meta-Commentary
0.85
tobiasz_r
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
Cnn rating are in toilet...
Cnn rating are in toilet...
Comment about CNN's ratings rather than substantive policy or immigration content.
Meta-Commentary
0.85
@cherrymilky9743
Mar 4, 2025
ahh...more far right propaganda...
ahh...more far right propaganda...
Dismissive comment about the video's framing as 'far right propaganda,' critiquing the content creator's perspective rather than engaging substantively.
Meta-Commentary
0.85
TheWeardale1
Jan 27, 2026
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao.
His videos are important and it's just funny to see him try to hide his feelings. hahah
Commenter critiques the video creator's approach and perceived biases, focusing on analysis of the creator's presentation rather than immigration policy itself.
Meta-Commentary
0.85
fragile00
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)