ADAM: Plant Tissue Culture Media Optimization Data with 729 Observations

729 experimental observations from 81 treatment combinations for plant tissue culture media optimization. The dataset contains 4 input variables and 4 response variables related to plant growth. It was authored by Hans Bethge and last updated on 2026-04-30.

Use Cases

• Modeling plant growth responses based on concentrations of BAP, IBA, phloroglucinol, and sucrose.
• Optimizing tissue culture media formulations based on proliferation rate, shoot number, shoot length, and basal callus weight.
• Training regression models to predict multiple plant growth outcomes from chemical input variables.

Strengths

• Contains 729 observations from a structured experimental design with 81 treatment combinations.
• Includes 8 clearly defined variables (4 inputs and 4 responses) for modeling.
• Released under a permissive CC-BY-4.0 license for reuse.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.
• Data may reflect experimental bias inherent to the source study.

Provenance

Source

figshare, authored by Hans Bethge.

Collection Method

Raw experimental data from a published study (Hesami et al.).

Freshness

Last updated 2026-04-30 04:13:08; freshness should be verified.