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
Spam
148 comments
Pls go to Epstein again
Pls go to Epstein again
Unrelated off-topic request unconnected to video content, appears to be spam or trolling.
Spam
0.85
khãlįl_670
Feb 6, 2026
TYLER PLEASE COME TO KETCHUM IDAHO!!! SO SO SO MANY ILLEGAL mostly from Peru AND the billionaires legit have play dates around fall!!!
TYLER PLEASE COME TO KETCHUM IDAHO!!! SO SO SO MANY ILLEGAL mostly from Peru AND the billionaires legit have play dates around fall!!!
Off-topic self-promotion attempting to recruit a content creator to visit a specific location, unrelated to the video's immigration topic.
Builtxj
Jan 27, 2026
Come to bentonville Arkansas.
Come to bentonville Arkansas.
Off-topic promotional comment suggesting an alternative location, unrelated to the video's content.
Spam
0.85
stevenbluebird599
Jan 30, 2026
Come to türkiye 🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷
Come to türkiye 🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷
Self-promotional message encouraging migration to Turkey with repetitive flag emojis, typical of spam recruitment content.
Spam
0.85
MuratEfe-t1x
Feb 9, 2026
Algorithm Comment
Algorithm Comment
Generic, bot-like comment indicating algorithmic engagement rather than substantive discourse participation.
Spam
0.85
@jitz10
Mar 4, 2025
Election Truth Alliance on YouTube
Election Truth Alliance on YouTube
Self-promotional comment directing viewers to another YouTube channel, unrelated to discussion.
Spam
0.85
@laracoffey9095
Mar 4, 2025
From Norway, sell your stuff here... I will bye ?
From Norway, sell your stuff here... I will bye ?
Self-promotional message offering to buy items, unrelated to immigration discussion.
Spam
0.85
@kjerstiwesteng4460
Mar 4, 2025
Kanada negara yg indah
Kanada negara yg indah
Non-English comment expressing generic praise unrelated to the video's content, likely spam or bot activity.
Spam
0.85
PakLasyono
Feb 15, 2026
Ótimo video, um brasileiro aqui 👋
Ótimo video, um brasileiro aqui 👋
Generic praise in Portuguese with self-identification as Brazilian viewer; appears to be low-engagement spam-like content.
Spam
0.85
isoladonoquartooficial
Feb 23, 2026
We need more popcorn here in asia.....
We need more popcorn here in asia.....
Unrelated comment about popcorn in Asia appears to be spam or off-topic bot content.
Spam
0.85
@albinusjainih4301
Mar 4, 2025
Quantanilla
Quantanilla
Single word with no semantic content; appears to be spam, bot activity, or random text.
Spam
0.85
Mr.BigShot1
Jan 27, 2026
Great video. More need to see this. XQC should react. I won a PS5. And with my 5090 too. Saba, Nimi Nightmare and Ironmouse should watch too.
Great video. More need to see this. XQC should react. I won a PS5. And with my 5090 too. Saba, Nimi Nightmare and Ironmouse should watch too.
Mixes genuine video praise with self-promotion (PS5 win) and tags multiple streamers/content creators, exhibiting spam-like behavior.
xyzero1682
Jan 27, 2026
a blog written by an AFRICAN guy!!! https://africancontinentview.blogspot.com/2025/12/is-africa-bad-and-europe-and-america.html
a blog written by an AFRICAN guy!!!
https://africancontinentview.blogspot.com/2025/12/is-africa-bad-and-europe-and-america.html
Promotes an external blog link with minimal contextual engagement, functioning as self-promotion or spam content.
AR-if6nv
Feb 21, 2026
Can't wait for Asmonbald to watch this! Let's gooo!
Can't wait for Asmonbald to watch this! Let's gooo!
Self-promotional comment tagging another content creator (Asmonbald) to drive cross-platform engagement, unrelated to immigration discussion.
Jahus
Jan 27, 2026
?03.03.2025... 19 of 25 Trades finished higher than the Market Open... 25 finished Profitable...100% Profit in America ain't no crime.. Know the law before you break the law.??⚖️⚓❇️
?03.03.2025... 19 of 25 Trades finished higher than the Market Open... 25 finished Profitable...100% Profit in America ain't no crime.. Know the law before you break the law.??⚖️⚓❇️
Self-promotional trading/financial content with timestamps and performance claims unrelated to immigration discussion; appears to be spam.
Spam
0.85
@deejaxn4603
Mar 4, 2025
Epstein adasına git
Epstein adasına git
Non-English text appearing to promote a location or service, unrelated to the immigration discussion.
Spam
0.85
cantosun7950
Feb 12, 2026
Any Quality Daycare Learing Centre??
Any Quality Daycare Learing Centre??
Off-topic query seeking daycare services, unrelated to immigration discussion and appears to be spam.
Spam
0.85
BobbyVasquezJr
Jan 27, 2026
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
Off-topic complaint about a mobile app unrelated to immigration content; appears to be spam or misplaced review.
usada2000
Jan 27, 2026
@TylerOliveira you need to look into the company Frida Baby. Their marketing is disgusting and it’s a company geared towards babies. Parents everywhere are ditching their products and boycotting the company because of the horrible …
@TylerOliveira you need to look into the company Frida Baby. Their marketing is disgusting and it’s a company geared towards babies. Parents everywhere are ditching their products and boycotting the company because of the horrible innuendos in their marketing.
Off-topic promotional content about a company boycott unrelated to the immigration video, appears to be spam.
Nunya-o6e
Feb 14, 2026
AMERICAN LATINOS FOR PRESIDENT TRUMP ??????????
AMERICAN LATINOS FOR PRESIDENT TRUMP ??????????
Self-promotional statement with excessive punctuation appears to be off-topic spam unrelated to the video content.
Spam
0.80
@tonymacias9087
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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Search
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Discourse Quality (Perspective API)