Datasets:
Polymer organic solar cells
polyVERSE polymer data for polymer solar-cell properties. Records retain polymer representations, source property names, and available composition or measurement conditions.
Part of the Molecular Datasets collection.
Get started
from datasets import load_dataset
dataset = load_dataset("liuganghuggingface/moldata-polyverse_solar", "000_data")
Where the data comes from
- Original data: https://github.com/Ramprasad-Group/polyVERSE/tree/main/Other/Organic_solar_cell
- Original study: From Corpus to Innovation: Advancing Organic Solar Cell Design with Large Language Models
- Original study: Polymer organic solar cells
Tables
| Config | Splits | Rows | Targets |
|---|---|---|---|
000_data |
full | 422 | PCE (regression; units not specified), Jsc (regression; units not specified), Voc (regression; units not specified), FF (regression; units not specified) |
data/ contains rows with readable molecular structures; identical observations are collapsed. observations/ contains all source rows.
Source label columns are text, including values such as <10. SMILES_original retains the input representation; SMILES_canonical provides a canonical representation. structure_key groups molecular components, and structure_status records parsing outcomes.
Data quality
- experiment: Source label origin.
- multi-source: Measurements compiled from multiple sources.
- valid structures: Molecular structure parsing results.
- replicate variability: Variation among repeated measurements relative to overall label variation.
- 100% label coverage: Median fraction of molecules labeled per task.
- 120 molecules per task: Median molecules with a label per task.
Dataset notes
- Repeated structures at different conditions or compositions are not duplicate measurements.
- Repository code license does not supersede the GTRC data terms.
- Literature records were extracted with LLM assistance and include original DOI and device-processing context.
License
GTRC General Public Use License Agreement; noncommercial resale restrictions; retain complete license
Citation
Cite the original study and data source:
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Collection including liuganghuggingface/moldata-polyverse_solar
Collection
Small-molecule and polymer datasets. Start from molecular-datasets-index. https://liugangcode.github.io/molecular-dataset-hub/ • 220 items • Updated