Published October 27, 2025 | Version v4
Dataset Open

Transcription of 'Physical Properties Data Compilations Relevant to Energy Storage: I. Molten Salts: Eutectic Data', with additional organic eutectic data used in transfer learning experiments

Description

Transcription of Physical Properties Data Compilations Relevant to Energy Storage: I. Molten Salts: Eutectic Data. This is a large dataset of eutectic mixtures originally compiled and published in 1978. There was not previously a machine-readable version of this dataset. We have transcribed the 2-component mixtures into csv format. We also include a count of how many duplicate entries were present in the original document for each unique mixture pair; some of these represent multiple reported values in the literature, while others represent mixtures which form multiple eutectic points. 

We also used data on organic eutectic mixtures, found in existing literature, to conduct experiments on transfer learning from inorganic materials to organic materials. 

Files

all_des_singles.csv

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Additional details

Software

Repository URL
https://github.com/nilamandal/SGNN_Eutectic_Mixtures
Programming language
Python
Development Status
Active

References

  • George J. Janz, Carolyn B. Allen, et al. Physical properties datacompilations relevant to energy storage: I. molten salts: Eutectic data. National Bureau of Standards, 1978.
  • Kim, S., Chen, J., Cheng, T., Gindulyte, A., He, J., He, S., Li, Q., Shoemaker, B. A., Thiessen, P. A., Yu, B., Zaslavsky, L., Zhang, J., & Bolton, E. E. (2019). PubChem in 2021: new data content and improved web interfaces. Nucleic Acids Res., 49(D1), D1388–D1395. https://doi.org/10.1093/nar/gkaa971
  • S. Kahwaji and M. A. White, Thermochimica Acta, 2018, 660, 94–100.
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  • R. D. Chapman and J. W. Fronabarger, Propellants, Explosives, Pyrotechnics, 1998, 23, 50–55.