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README.md
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dtype: float64
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splits:
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- name: train
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num_bytes: 168430067
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num_examples: 74992
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download_size: 85394436
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dataset_size: 168430067
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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---
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license: cc-by-4.0
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task_categories:
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- tabular-regression
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- tabular-classification
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tags:
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- materials-science
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- chemistry
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- foundry-ml
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- scientific-data
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size_categories:
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- 1K<n<10K
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---
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# Graph Network Based Deep Learning of Band Gaps - Materials Project PBE Band Gaps
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## Dataset Information
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- **Source**: [Foundry-ML](https://github.com/MLMI2-CSSI/foundry)
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- **DOI**: [10.18126/vjwr-5bs9](https://doi.org/10.18126/vjwr-5bs9)
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- **Year**: 2021
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- **Authors**: Li, Xiang-Guo, Blaiszik, Ben, Schwarting, Marcus, Jacobs, Ryan, Scourtas, Aristana, Schmidt, KJ, Voyles, Paul, Morgan, Dane
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- **Data Type**: tabular
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### Fields
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| Field | Role | Description | Units |
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|-------|------|-------------|-------|
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| reference | input | source publication of the band gap value | |
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| icsd_id | input | corresponding id in ICSD of this compound | |
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| structure | input | the structure of this compound | |
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| composition | input | reduced composition of this compound | |
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| comments | input | Additional information about this bandgap measurem | |
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| bandgap type | input | the type of the band gap, e.g., direct or indirect | |
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| comp method | input | functional used to calculate the band gap | |
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| space group | input | the space group of this compound | |
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| bandgap value (eV) | target | value of the band gap | eV |
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### Splits
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- **train**: train
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## Usage
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### With Foundry-ML (recommended for materials science workflows)
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```python
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from foundry import Foundry
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f = Foundry()
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dataset = f.get_dataset("10.18126/vjwr-5bs9")
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X, y = dataset.get_as_dict()['train']
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```
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### With HuggingFace Datasets
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```python
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from datasets import load_dataset
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dataset = load_dataset("foundry_mp_band_gaps_v1.1")
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```
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## Citation
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```bibtex
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@misc{https://doi.org/10.18126/vjwr-5bs9
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doi = {10.18126/vjwr-5bs9}
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url = {https://doi.org/10.18126/vjwr-5bs9}
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author = {Li, Xiang-Guo and Blaiszik, Ben and Schwarting, Marcus and Jacobs, Ryan and Scourtas, Aristana and Schmidt, KJ and Voyles, Paul and Morgan, Dane}
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title = {Graph Network Based Deep Learning of Band Gaps - Materials Project PBE Band Gaps}
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keywords = {machine learning, foundry, band gap, neural network}
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publisher = {Materials Data Facility}
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year = {root=2021}}
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```
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## License
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CC-BY 4.0
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---
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*This dataset was exported from [Foundry-ML](https://github.com/MLMI2-CSSI/foundry), a platform for materials science datasets.*
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