Input Data: USL, NANI, NAPI, and INCI Datasets

Ran Zhou provides a 158.0 KB collection of input data files in CSV and XLSX formats, last updated in May 2026. The dataset includes the USL dataset, fNANI and fNAPI data, and INCI data. A README file in the associated code repository provides instructions for reproducing results.

Use Cases

• Reproducing computational results based on the USL dataset.
• Analyzing chemical ingredient data based on the INCI data.
• Conducting comparative studies based on the fNANI and fNAPI data.

Strengths

• Data is provided in multiple common formats (CSV, XLSX).
• The dataset is small (158.0 KB), facilitating quick download and inspection.
• A specific code repository with a README is referenced for reproducibility.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

ran zhou

Freshness

Last updated 2026-05-15 06:26:10; freshness should be verified.