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Beauty Routine Procedural Graph: Video-Derived Action Sequences and Product Data

by Tolid

This dataset is a structured procedural graph of beauty routines derived from video content, mapping specific gestures to time-stamped sequences and canonicalized products. It is primarily used for training computer vision models in action recognition and analyzing consumer product usage patterns in the beauty and skincare sector.

Useful for Publishers of domain LLMs and financial-NLP models · pharma and biotech R&D (patent intelligence) · cosmetics groups and beauty-tech · data vendors who want to train their own classifier. NOT hedge funds or signal vendors for the crypto corpus — it carries no alpha, and we say so. — for AI/ML training, analytics, benchmarking and enrichment.

Ideal for: Publishers of domain LLMs and financial-NLP models · pharma and biotech R&D (patent intelligence) · cosmetics groups and beauty-tech · data vendors who want to train their own classifier. NOT hedge funds or signal vendors for the crypto corpus — it carries no alpha, and we say so.

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7,656 rows14 columns2023-10 → 2025-09 (crypto) · patents and beauty: see each datasetGlobal (multilingual sources)

Data dictionary

ColumnType
step_idstring
routine_idstring
video_idstring
sequence_idstring
step_orderinteger
start_msinteger
end_msinteger
inferred_step_labelstring
canonical_step_labelstring
uses_products_rawstring
canonical_productsstring
sentiment_labelstring
sentiment_confidencefloat
confidence_scorefloat

Aggregate profile

Rare values are suppressed: any group smaller than 11 records is never shown.

step_id

string

· rare values hidden

routine_id

string

rtn_youtube_qIN37wOFT1E, rtn_youtube_bVVyQ14XnPE, rtn_youtube_tf_f2J8emiE · rare values hidden

video_id

string

pii_column

sequence_id

string

· rare values hidden

step_order

integer

median 56 · p05 6 · p95 109.05

start_ms

integer

median 1117370 · p05 134326 · p95 2163936

end_ms

integer

median 1141540 · p05 154492 · p95 2182456

inferred_step_label

string

serum, makeup, moisturize · rare values hidden

canonical_step_label

string

treat, makeup, moisturize · rare values hidden

uses_products_raw

string

[{'v': 'serum'}], [{'v': 'vitamin c serum'}], [{'v': 'mascara'}] · rare values hidden

canonical_products

string

[{'v': {'f': [{'v': 'obf_5060565106215'}, {'v': 'Vitamin C serum'}]}}], [{'v': {'f': [{'v': 'obf_8025272610780'}, {'v': 'Luxurious lashes Waterproof mas, [{'v': {'f': [{'v': 'obf_4894768141015'}, {'v': 'Water bottle'}]}}] · rare values hidden

sentiment_label

string

neutral, positive · rare values hidden

From EUR 8,840

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From the listing Tolid — LLM-annotated corpora: crypto news, biomedical patents, beauty video