---
configs:
- config_name: default
data_files: "co/*.parquet"
- config_name: info
data_files: "ds.parquet"
- config_name: configuration_sets
data_files: "cs/*.parquet"
- config_name: config_set_mapping
data_files: "cs_co_map/*.parquet"
license: cc0-1.0
tags:
- molecular dynamics
- mlip
- interatomic potential
pretty_name: water ice JCP 2020
---
### Cite this dataset
Schran, C., Brezina, K., and Marsalek, O. _water ice JCP 2020_. ColabFit, 2023. https://doi.org/10.60732/d1024453
#### This dataset has been curated and formatted for the ColabFit Exchange
#### This dataset is also available on the ColabFit Exchange:
https://materials.colabfit.org/id/DS_p2aaxa2vfnr6_0
#### Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.
https://materials.colabfit.org
# Dataset Name
water ice JCP 2020
### Description
Starting from a single reference ab initio simulation, we use active learning to expand into new state points and to describe the quantum nature of the nuclei. The final model, trained on 814 reference calculations, yields excellent results under a range of conditions, from liquid water at ambient and elevated temperatures and pressures to different phases of ice, and the air-water interface — all including nuclear quantum effects.
### Dataset authors
Christoph Schran, Kyrstof Brezina, Ondrej Marsalek
### Publication
https://doi.org/10.1063/5.0016004
### Original data link
https://doi.org/10.5281/zenodo.4004590
### License
CC0-1.0
### Number of unique molecular configurations
8814
### Number of atoms
2304144
### Elements included
H, O
### Properties included
energy, atomic forces
# Usage
- `ds.parquet` : Aggregated dataset information.
- `co/` directory: Configuration rows each include a structure, calculated properties, and metadata.
- `cs/` directory : Configuration sets are subsets of configurations grouped by some common characteristic. If `cs/` does not exist, no configurations sets have been defined for this dataset.
- `cs_co_map/` directory : The mapping of configurations to configuration sets (if defined).
#### ColabFit Exchange documentation includes descriptions of content and example code for parsing parquet files:
- [Parquet parsing: example code](https://materials.colabfit.org/docs/how_to_use_parquet)
- [Dataset info schema](https://materials.colabfit.org/docs/dataset_schema)
- [Configuration schema](https://materials.colabfit.org/docs/configuration_schema)
- [Configuration set schema](https://materials.colabfit.org/docs/configuration_set_schema)
- [Configuration set to configuration mapping schema](https://materials.colabfit.org/docs/cs_co_mapping_schema)